diff --git a/CompareImageDialog.cpp b/CompareImageDialog.cpp new file mode 100644 index 0000000..c42e314 --- /dev/null +++ b/CompareImageDialog.cpp @@ -0,0 +1,260 @@ +#include +#include +#include +#include + +#include +#include + +#include "CompareImageDialog.h" + +using namespace cv; + +CompareImageDialog::CompareImageDialog(const QString &title, int V, int H, int S, int defValue1, int defValue2, const QString &thresh1Text, const QString &thresh2Text, QWidget *parent) + : QDialog(parent), + m_histoType(2), + m_metrics(CV_COMP_CORREL) +{ + setWindowTitle(title); + + QGroupBox *histoSrcBox = new QGroupBox("Histogram source:"); + QRadioButton *lRB = new QRadioButton("Luminance"); + QRadioButton *hsRB = new QRadioButton("Hue/Saturation"); + QRadioButton *hsvRB = new QRadioButton("HSV"); + hsvRB->setChecked(true); + QGridLayout *histoSrcLayout = new QGridLayout; + histoSrcLayout->addWidget(lRB, 0, 0); + histoSrcLayout->addWidget(hsRB, 0, 1); + histoSrcLayout->addWidget(hsvRB, 0, 2); + histoSrcBox->setLayout(histoSrcLayout); + + QLabel *blockNBinsLabel = new QLabel(tr("Number of histogram bins for each channel:")); + m_nVBinsLabel = new QLabel(tr("Value")); + m_nHBinsLabel = new QLabel(tr("Hue")); + m_nSBinsLabel = new QLabel(tr("Saturation")); + m_nVBinsSB = new QSpinBox; + m_nHBinsSB = new QSpinBox; + m_nSBinsSB = new QSpinBox; + m_nVBinsSB->setMinimum(2); + m_nVBinsSB->setValue(V); + m_nVBinsSB->setMaximum(256); + m_nHBinsSB->setMinimum(2); + m_nHBinsSB->setValue(H); + m_nHBinsSB->setMaximum(180); + m_nSBinsSB->setMinimum(2); + m_nSBinsSB->setValue(S); + m_nSBinsSB->setMaximum(255); + + QLabel *blockNumberLabel = new QLabel(tr("Number of subimages along each dimension:")); + QLabel *nVBlockLabel = new QLabel(tr("Vertical")); + QLabel *nHBlockLabel = new QLabel(tr("Horizontal")); + m_nVBlockSB = new QSpinBox; + m_nHBlockSB = new QSpinBox; + m_nVBlockSB->setMinimum(1); + m_nVBlockSB->setValue(5); + m_nVBlockSB->setMaximum(20); + m_nHBlockSB->setMinimum(1); + m_nHBlockSB->setValue(6); + m_nHBlockSB->setMaximum(20); + + QGroupBox *metricsBox = new QGroupBox("Metrics:"); + QRadioButton *l1 = new QRadioButton("L1"); + QRadioButton *l2 = new QRadioButton("L2"); + QRadioButton *correl = new QRadioButton("Correlation"); + QRadioButton *chisqr = new QRadioButton("Chi-Square"); + QRadioButton *intersect = new QRadioButton("Intersection"); + QRadioButton *hellinger = new QRadioButton("Hellinger dist."); + correl->setChecked(true); + QGridLayout *metricsLayout = new QGridLayout; + metricsLayout->addWidget(l1, 0, 0); + metricsLayout->addWidget(l2, 0, 1); + metricsLayout->addWidget(correl, 0, 2); + metricsLayout->addWidget(chisqr, 1, 0); + metricsLayout->addWidget(intersect, 1, 1); + metricsLayout->addWidget(hellinger, 1, 2); + metricsBox->setLayout(metricsLayout); + + QLabel *thresholdLabel1 = new QLabel(thresh1Text); + m_thresholdSB1 = new QSpinBox; + m_thresholdSB1->setMinimum(1); + m_thresholdSB1->setValue(defValue1); + m_thresholdSB1->setMaximum(100); + + QLabel *thresholdLabel2 = new QLabel(thresh2Text); + m_thresholdSB2 = new QSpinBox; + m_thresholdSB2->setMinimum(1); + m_thresholdSB2->setValue(defValue2); + m_thresholdSB2->setMaximum(100); + + if (thresh2Text.isEmpty()) { + m_thresholdSB2->hide(); + thresholdLabel2->hide(); + } + + QGridLayout *gridLayout = new QGridLayout; + gridLayout->addWidget(histoSrcBox, 0, 0, 1, 3); + gridLayout->addWidget(blockNBinsLabel, 1, 0, 1, 3); + gridLayout->addWidget(m_nVBinsLabel, 2, 0); + gridLayout->addWidget(m_nVBinsSB, 2, 1); + gridLayout->addWidget(m_nHBinsLabel, 3, 0); + gridLayout->addWidget(m_nHBinsSB, 3, 1); + gridLayout->addWidget(m_nSBinsLabel, 4, 0); + gridLayout->addWidget(m_nSBinsSB, 4, 1); + gridLayout->addWidget(blockNumberLabel, 5, 0, 1, 3); + gridLayout->addWidget(nVBlockLabel, 6, 0); + gridLayout->addWidget(m_nVBlockSB, 6, 1); + gridLayout->addWidget(nHBlockLabel, 7, 0); + gridLayout->addWidget(m_nHBlockSB, 7, 1); + gridLayout->addWidget(metricsBox, 8, 0, 1, 3); + gridLayout->addWidget(thresholdLabel1, 9, 0); + gridLayout->addWidget(m_thresholdSB1, 10, 1); + gridLayout->addWidget(thresholdLabel2, 11, 0); + gridLayout->addWidget(m_thresholdSB2, 12, 1); + + m_iterCB = new QCheckBox(tr("Iterate under thresholds")); + gridLayout->addWidget(m_iterCB, 13, 0); + + QDialogButtonBox *buttonBox = new QDialogButtonBox(QDialogButtonBox::Ok + | QDialogButtonBox::Cancel); + gridLayout->addWidget(buttonBox, 14, 0, 1, 3, Qt::AlignHCenter); + + setLayout(gridLayout); + + connect(buttonBox, SIGNAL(accepted()), this, SLOT(accept())); + connect(buttonBox, SIGNAL(rejected()), this, SLOT(reject())); + + // connecting histo type buttons to corresponding slots + connect(lRB, SIGNAL(pressed()), this, SLOT(activLHisto())); + connect(hsRB, SIGNAL(pressed()), this, SLOT(activHsHisto())); + connect(hsvRB, SIGNAL(pressed()), this, SLOT(activHsvHisto())); + + // connecting metrics buttons to corresponding slots + connect(l1, SIGNAL(pressed()), this, SLOT(activL1())); + connect(l2, SIGNAL(pressed()), this, SLOT(activL2())); + connect(correl, SIGNAL(pressed()), this, SLOT(activCorrel())); + connect(chisqr, SIGNAL(pressed()), this, SLOT(activChiSqr())); + connect(intersect, SIGNAL(pressed()), this, SLOT(activIntersect())); + connect(hellinger, SIGNAL(pressed()), this, SLOT(activHellinger())); +} + +/////////// +// slots // +/////////// + +void CompareImageDialog::activLHisto() +{ + m_nVBinsSB->setEnabled(true); + m_nHBinsSB->setEnabled(false); + m_nSBinsSB->setEnabled(false); + m_nVBinsLabel->setEnabled(true); + m_nHBinsLabel->setEnabled(false); + m_nSBinsLabel->setEnabled(false); + m_histoType = 0; +} + +void CompareImageDialog::activHsHisto() +{ + m_nVBinsSB->setEnabled(false); + m_nHBinsSB->setEnabled(true); + m_nSBinsSB->setEnabled(true); + m_nVBinsLabel->setEnabled(false); + m_nHBinsLabel->setEnabled(true); + m_nSBinsLabel->setEnabled(true); + m_histoType = 1; +} + +void CompareImageDialog::activHsvHisto() +{ + m_nVBinsSB->setEnabled(true); + m_nHBinsSB->setEnabled(true); + m_nSBinsSB->setEnabled(true); + m_nVBinsLabel->setEnabled(true); + m_nHBinsLabel->setEnabled(true); + m_nSBinsLabel->setEnabled(true); + m_histoType = 2; +} + +void CompareImageDialog::activL1() +{ + m_metrics = 4; +} + +void CompareImageDialog::activL2() +{ + m_metrics = 5; +} + +void CompareImageDialog::activCorrel() +{ + m_metrics = CV_COMP_CORREL; +} + +void CompareImageDialog::activChiSqr() +{ + m_metrics = CV_COMP_CHISQR; +} + +void CompareImageDialog::activIntersect() +{ + m_metrics = CV_COMP_INTERSECT; +} + +void CompareImageDialog::activHellinger() +{ + m_metrics = CV_COMP_HELLINGER; +} + +/////////////// +// accessors // +/////////////// + +int CompareImageDialog::getHistoType() +{ + return m_histoType; +} + +int CompareImageDialog::getMetrics() +{ + return m_metrics; +} + +int CompareImageDialog::getThreshold1() +{ + return m_thresholdSB1->value(); +} + +int CompareImageDialog::getThreshold2() +{ + return m_thresholdSB2->value(); +} + +bool CompareImageDialog::getIterate() +{ + return m_iterCB->isChecked(); +} + +int CompareImageDialog::getNVBlock() +{ + return m_nVBlockSB->value(); +} + +int CompareImageDialog::getNHBlock() +{ + return m_nHBlockSB->value(); +} + +int CompareImageDialog::getNVBins() +{ + return m_nVBinsSB->value(); +} + +int CompareImageDialog::getNHBins() +{ + return m_nHBinsSB->value(); +} + +int CompareImageDialog::getNSBins() +{ + return m_nSBinsSB->value(); +} + diff --git a/CompareImageDialog.h b/CompareImageDialog.h new file mode 100644 index 0000000..d83ecb3 --- /dev/null +++ b/CompareImageDialog.h @@ -0,0 +1,55 @@ +#ifndef COMPAREIMAGEDIALOG_H +#define COMPAREIMAGEDIALOG_H + +#include +#include +#include +#include + +class CompareImageDialog: public QDialog +{ + Q_OBJECT + + public: + CompareImageDialog(const QString &title, int V, int H, int S, int defValue1, int defValue2, const QString &threshLab1, const QString &threshLab2 = QString(), QWidget *parent = 0); + + int getHistoType(); + int getMetrics(); + int getThreshold1(); + int getThreshold2(); + bool getIterate(); + int getNVBlock(); + int getNHBlock(); + int getNVBins(); + int getNHBins(); + int getNSBins(); + + public slots: + void activLHisto(); + void activHsHisto(); + void activHsvHisto(); + void activL1(); + void activL2(); + void activCorrel(); + void activChiSqr(); + void activIntersect(); + void activHellinger(); + + private: + int m_histoType; + int m_metrics; + QSpinBox *m_thresholdSB1; + QSpinBox *m_thresholdSB2; + QSpinBox *m_nVBlockSB; + QSpinBox *m_nHBlockSB; + QLabel *m_nVBinsLabel; + QLabel *m_nHBinsLabel; + QLabel *m_nSBinsLabel; + QSpinBox *m_nVBinsSB; + QSpinBox *m_nHBinsSB; + QSpinBox *m_nSBinsSB; + QCheckBox *m_iterCB; +}; + +#endif + diff --git a/Convert.cpp b/Convert.cpp new file mode 100644 index 0000000..50ff7e1 --- /dev/null +++ b/Convert.cpp @@ -0,0 +1,101 @@ +#include +#include + +#include + +#include "Convert.h" + +using namespace cv; + +QImage Convert::fromYuvToRgb(QVideoFrame frame) +{ + int y, u, v; + int c, d, e; + int r, g, b; + int height = frame.height(); + int width = frame.width(); + int size = height * width; + QImage image(width, height, QImage::Format_RGB888); + + frame.map(QAbstractVideoBuffer::ReadOnly); + uchar *ptr = frame.bits(); + + for (int i(0); i < height; i++) { + for (int j(0); j < width; j++) { + + // retrieve Y, U, V components + y = *(ptr + i * width + j); + u = *(ptr + size + i / 2 * width / 2 + j / 2); + v = *(ptr + size + size / 4 + i / 2 * width / 2 + j / 2); + + // compute R, G, B components + c = y - 16; + d = u - 128; + e = v - 128; + r = (298*c + 409*e + 128) >> 8; + g = (298*c - 100*d - 208*e + 128) >> 8; + b = (298*c + 516*d + 128) >> 8; + + // clamp R, G, B components + r = (r > 255) ? 255 : r; + g = (g > 255) ? 255 : g; + b = (b > 255) ? 255 : b; + r = (r < 0) ? 0 : r; + g = (g < 0) ? 0 : g; + b = (b < 0) ? 0 : b; + + image.setPixel(j, i, qRgb(r, g, b)); + } + } + + frame.unmap(); + return image; +} + +Mat Convert::fromYuvToBgrMat(QVideoFrame frame) +{ + QImage qimage = Convert::fromYuvToRgb(frame).rgbSwapped(); + Mat image(frame.height(), frame.width(), CV_8UC3, qimage.bits()); + + return image.clone(); +} + +QImage Convert::fromYuvToGray(QVideoFrame frame) +{ + int y; + int height = frame.height(); + int width = frame.width(); + int size = height * width; + QImage image(width, height, QImage::Format_Indexed8); + + frame.map(QAbstractVideoBuffer::ReadOnly); + uchar *fPtr = frame.bits(); // pointer to video frame pixels + uchar *iPtr = image.bits(); // pointer to image pixels + + for (int i(0); i < size; i++) { + + // retrieve Y component + y = *fPtr; + + // set image pixel + *iPtr = y; + + // increment frame and image pointers + fPtr++; + iPtr++; + } + + frame.unmap(); + return image; +} + +QImage Convert::fromBGRMatToQImage(const Mat &frame) +{ + Mat tmp; + cvtColor(frame, tmp, CV_BGR2RGB); + QImage dst1((uchar *) tmp.data, tmp.cols, tmp.rows, tmp.step, QImage::Format_RGB888); + QImage dst2(dst1); + dst2.detach(); + + return dst2; +} diff --git a/Convert.h b/Convert.h new file mode 100644 index 0000000..9b92d90 --- /dev/null +++ b/Convert.h @@ -0,0 +1,18 @@ +#ifndef CONVERT_H +#define CONVERT_H + +#include +#include + +#include + +class Convert +{ + public: + static QImage fromYuvToRgb(QVideoFrame frame); + static QImage fromYuvToGray(QVideoFrame frame); + static cv::Mat fromYuvToBgrMat(QVideoFrame frame); + static QImage fromBGRMatToQImage(const cv::Mat &frame); +}; + +#endif diff --git a/DiffHistoGraph.cpp b/DiffHistoGraph.cpp new file mode 100644 index 0000000..7c2c486 --- /dev/null +++ b/DiffHistoGraph.cpp @@ -0,0 +1,58 @@ +#include +#include + +#include "DiffHistoGraph.h" + +DiffHistoGraph::DiffHistoGraph(QColor color, bool minusY, int scale, int width, int height, QWidget *parent) + : QWidget(parent), + m_minusY(minusY), + m_color(color) +{ + setFixedSize(width, height); + m_scale = scale / 8.0; + + if (minusY) + m_height = height / 2; + else + m_height = 0; +} + +/////////// +// slots // +/////////// + +void DiffHistoGraph::setScale(int scale) +{ + m_scale = scale / 8.0; +} + +void DiffHistoGraph::appendDist(qreal dist) +{ + m_distList.append(dist); + + if (m_distList.size() > width()) + m_distList.removeFirst(); + + update(); +} + +void DiffHistoGraph::paintEvent(QPaintEvent *event) +{ + Q_UNUSED(event); + QPainter painter(this); + + // fill monitors background and set pen + painter.fillRect(0, 0, width(), height(), QBrush(Qt::white)); + + if (m_minusY) { + painter.setPen(Qt::gray); + painter.drawLine(0, m_height, width(), m_height); + } + + int listSize = m_distList.size(); + + painter.setPen(m_color); + + for (int i = 1; i < listSize; i++) + painter.drawLine(i-1, height() * (1 - m_scale * m_distList[i-1]) - m_height, i, height() * (1 - m_scale * m_distList[i]) - m_height); +} diff --git a/DiffHistoGraph.h b/DiffHistoGraph.h new file mode 100644 index 0000000..93bc3e4 --- /dev/null +++ b/DiffHistoGraph.h @@ -0,0 +1,31 @@ +#ifndef DIFFHISTOGRAPH_H +#define DIFFHISTOGRAPH_H + +#include +#include +#include +#include + +class DiffHistoGraph: public QWidget +{ + Q_OBJECT + + public: + DiffHistoGraph(QColor color, bool minusY = false, int scale = 4, int width = 380, int height = 100, QWidget *parent = 0); + + public slots: + void appendDist(qreal dist); + void setScale(int scale); + + protected: + void paintEvent(QPaintEvent *event); + + private: + int m_height; + qreal m_scale; + bool m_minusY; + QList m_distList; + QColor m_color; +}; + +#endif diff --git a/EditSimShotDialog.cpp b/EditSimShotDialog.cpp new file mode 100644 index 0000000..f40d3c1 --- /dev/null +++ b/EditSimShotDialog.cpp @@ -0,0 +1,223 @@ +#include +#include +#include + +#include +#include +#include + +#include "EditSimShotDialog.h" +#include "Convert.h" + +#include + +using namespace cv; + +EditSimShotDialog::EditSimShotDialog(const QString &fName, int currIdx, const QList &shotPositions, int nVignettes, int frameWidth, QWidget *parent) + : QDialog(parent), + m_nVignettes(nVignettes), + m_refIdx(currIdx), + m_currIdx(currIdx), + m_shotPositions(shotPositions), + m_nCamera(0) +{ + int fWidth; + int fHeight; + + // vector containing the camera ids + m_shotCamera.resize(shotPositions.size()); + + // retrieving movie features + m_cap.release(); + m_cap.open(fName.toStdString()); + fWidth = m_cap.get(CV_CAP_PROP_FRAME_WIDTH); + fHeight = m_cap.get(CV_CAP_PROP_FRAME_HEIGHT); + m_vignetteWidth = frameWidth / m_nVignettes; + m_vignetteHeight = m_vignetteWidth * fHeight / fWidth; + + // doesn't work anymore after updating Ubuntu to 14.04 + // m_frameDur = 1 / m_cap.get(CV_CAP_PROP_FPS) * 1000; + m_frameDur = 1 / 25.0 * 1000; + + // initializing vignette list + int i(m_refIdx); + + while (i >= m_refIdx - m_nVignettes + 1) { + if (i < 0) + m_vignettePositions.push_front(-1); + else + m_vignettePositions.push_front(m_shotPositions[i] - m_frameDur); + i--; + } + + m_currentVignette = new QLabel; + m_currentVignette->setPixmap(refShot()); + + m_vignetteWidget = new VignetteWidget(m_nVignettes, frameWidth); + m_vignetteWidget->setVideoCapture(fName); + m_vignetteWidget->updateVignette(m_vignettePositions); + + QGridLayout *layout = new QGridLayout; + layout->addWidget(m_currentVignette, 0, 0, Qt::AlignRight); + layout->addWidget(m_vignetteWidget, 1, 0, Qt::AlignRight); + + setLayout(layout); + + setWindowTitle("Annotate similar shots - Shot " + QString::number(m_refIdx + 1)); + + // setting deletion operations vector + m_delOp.resize(m_shotPositions.size()); + m_delOp.fill(false); +} + +/////////////////////////////////// +// slot called when pressing key // +/////////////////////////////////// + +void EditSimShotDialog::keyPressEvent(QKeyEvent *event) +{ + int toAddIdx; // index of shot to add to visible ones + int idxToDel; // index of single linked shot to untie + + /********************************/ + /* going through previous shots */ + /********************************/ + + if (event->key() == Qt::Key_Left && m_currIdx > m_nVignettes / 2) { + + m_currIdx--; + toAddIdx = m_currIdx - m_nVignettes + 1; + + if (toAddIdx < 0) + m_vignettePositions.push_front(-1); + else + m_vignettePositions.push_front(m_shotPositions[toAddIdx] - m_frameDur); + m_vignettePositions.pop_back(); + } + + else if (event->key() == Qt::Key_Right && m_currIdx < m_refIdx) { + + m_vignettePositions.push_back(m_shotPositions[++m_currIdx] - m_frameDur); + m_vignettePositions.pop_front(); + } + + /*******************************************************/ + /* linking current shot to previous one or ignoring it */ + /*******************************************************/ + + else if (event->key() == Qt::Key_Return || event->key() == Qt::Key_Backspace) { + + // no similar shot found: increment camera label + if (event->key() == Qt::Key_Backspace) { + m_shotCamera[m_refIdx] = m_nCamera++; + + // setting corresponding deletion operation to true + m_delOp[m_refIdx] = true; + } + + // similar shot found: label current shot with selected one + else if (event->key() == Qt::Key_Return) { + + // linking the shots + m_shotCamera[m_refIdx] = m_shotCamera[m_currIdx - 1]; + emit labelSimShot(m_shotPositions[m_currIdx - 1], m_shotCamera[m_currIdx - 1], Segment::Manual); + emit labelSimShot(m_shotPositions[m_refIdx], m_shotCamera[m_refIdx], Segment::Manual); + + // setting corresponding deletion operation to false + m_delOp[m_refIdx] = false; + } + + // move to next shot position + m_currIdx = ++m_refIdx; + + // last shot annotated: exit dialog + if (m_refIdx == m_shotPositions.size()) + accept(); + + else { + + // re-initializing vignette list + int i(m_refIdx); + m_vignettePositions.clear(); + + while (i >= m_refIdx - m_nVignettes + 1) { + if (i < 0) + m_vignettePositions.push_front(-1); + else + m_vignettePositions.push_front(m_shotPositions[i] - m_frameDur); + i--; + } + + // set pixmap of current shot and window title + m_currentVignette->setPixmap(refShot()); + setWindowTitle("Annotate similar shots - Shot " + QString::number(m_refIdx + 1)); + + update(); + } + } + + /*****************************/ + /* cancelling last operation */ + /*****************************/ + + else if (event->key() == Qt::Key_Escape && m_refIdx > 0) { + + // updating indices + m_currIdx = --m_refIdx; + + // last operation consisted in ignoring new shot + if (m_delOp[m_refIdx]) + m_nCamera--; + + // last operation consisted in linking the shot to a previous one + else { + // retrieving camera label to cancel + const int camToDel(m_shotCamera[m_refIdx]); + + // deleting last shot annotation + emit labelSimShot(m_shotPositions[m_refIdx], -1, Segment::Manual); + + // if linked with only one shot, delete its associated label + if (m_shotCamera.count(camToDel) == 2) { + idxToDel = m_shotCamera.lastIndexOf(camToDel); + emit labelSimShot(m_shotPositions[idxToDel], -1, Segment::Manual); + } + } + + // updating vignette position list + toAddIdx = m_currIdx - m_nVignettes + 1; + + if (toAddIdx < 0) + m_vignettePositions.push_front(-1); + else + m_vignettePositions.push_front(m_shotPositions[toAddIdx] - m_frameDur); + + m_vignettePositions.pop_back(); + + // set pixmap of current shot and window title + m_currentVignette->setPixmap(refShot()); + setWindowTitle("Annotate similar shots - Shot " + QString::number(m_refIdx + 1)); + + update(); + } + + // updating corresponding images + m_vignetteWidget->updateVignette(m_vignettePositions); + m_vignetteWidget->update(); +} + +/////////////////////// +// auxiliary methods // +/////////////////////// + +QPixmap EditSimShotDialog::refShot() +{ + Mat frame; + + // retrieving selected frame + m_cap.set(CV_CAP_PROP_POS_MSEC, m_shotPositions[m_refIdx]); + m_cap >> frame; + cv::resize(frame, frame, Size(m_vignetteWidth, m_vignetteHeight)); + + return QPixmap::fromImage(Convert::fromBGRMatToQImage(frame)); +} diff --git a/EditSimShotDialog.h b/EditSimShotDialog.h new file mode 100644 index 0000000..7019a5f --- /dev/null +++ b/EditSimShotDialog.h @@ -0,0 +1,44 @@ +#ifndef EDITSIMSHOTDIALOG_H +#define EDITSIMSHOTDIALOG_H + +#include +#include +#include +#include + +#include "VignetteWidget.h" +#include "Segment.h" + +class EditSimShotDialog: public QDialog +{ + Q_OBJECT + + public: + EditSimShotDialog(const QString &fName, int currIdx, const QList &shotPositions, int nVignettes, int frameWidth, QWidget *parent = 0); + + protected: + void keyPressEvent(QKeyEvent *event); + + signals: + void labelSimShot(qint64 position, int nCamera, Segment::Source source); + + private: + QPixmap refShot(); + + cv::VideoCapture m_cap; + int m_vignetteWidth; + int m_vignetteHeight; + int m_frameDur; + QLabel *m_currentVignette; + int m_nVignettes; + VignetteWidget *m_vignetteWidget; + int m_refIdx; + int m_currIdx; + QList m_shotPositions; + QList m_vignettePositions; + QVector m_shotCamera; + QVector m_delOp; + int m_nCamera; +}; + +#endif diff --git a/Episode.cpp b/Episode.cpp new file mode 100644 index 0000000..daf363b --- /dev/null +++ b/Episode.cpp @@ -0,0 +1,77 @@ +#include "Episode.h" + +Episode::Episode(Segment *parentSegment) + : Segment(parentSegment) +{ +} + +Episode::Episode(int number, const QString &fName, Segment *parentSegment, const QString &name, qint64 position, Segment::Source source) + : Segment(position, parentSegment, source), + m_number(number), + m_name(name), + m_fName(fName), + m_resolution(QSize()) +{ +} + +Episode::~Episode() +{ +} + +void Episode::read(const QJsonObject &json) +{ + m_number = json["nb"].toInt(); + m_name = json["name"].toString(); + m_fName = json["fName"].toString(); + m_resolution.setWidth(json["width"].toInt()); + m_resolution.setHeight(json["height"].toInt()); + m_fps = json["fps"].toDouble(); + Segment::read(json); +} + +void Episode::write(QJsonObject &json) const +{ + json["nb"] = m_number; + json["name"] = m_name; + json["fName"] = m_fName; + json["width"] = m_resolution.width(); + json["height"] = m_resolution.height(); + json["fps"] = m_fps; + Segment::write(json); +} + +QString Episode::display() const +{ + return "Episode " + QString::number(m_number); +} + +void Episode::setResolution(const QSize &resolution) +{ + m_resolution = resolution; +} + +void Episode::setFps(qreal fps) +{ + m_fps = fps; +} + +QSize Episode::getResolution() const +{ + return m_resolution; +} + +qreal Episode::getFps() const +{ + return m_fps; +} + +QString Episode::getFName() const +{ + return m_fName; +} + +int Episode::getNumber() const +{ + return m_number; +} + diff --git a/Episode.h b/Episode.h new file mode 100644 index 0000000..ff7bcda --- /dev/null +++ b/Episode.h @@ -0,0 +1,33 @@ +#ifndef EPISODE_H +#define EPISODE_H + +#include +#include + +#include "Segment.h" + +class Episode: public Segment +{ + public: + Episode(Segment *parentSegment); + Episode(int number, const QString &fName, Segment *parentSegment, const QString &name = QString(), qint64 position = 0, Segment::Source source = Segment::Manual); + ~Episode(); + void read(const QJsonObject &json); + void write(QJsonObject &json) const; + QString display() const; + void setResolution(const QSize &resolution); + void setFps(qreal fps); + QSize getResolution() const; + qreal getFps() const; + QString getFName() const; + int getNumber() const; + + private: + int m_number; + QString m_name; + QString m_fName; + QSize m_resolution; + qreal m_fps; +}; + +#endif diff --git a/GetFileDialog.cpp b/GetFileDialog.cpp new file mode 100644 index 0000000..31d82af --- /dev/null +++ b/GetFileDialog.cpp @@ -0,0 +1,64 @@ +#include +#include +#include +#include +#include + +#include "GetFileDialog.h" + +GetFileDialog::GetFileDialog(const QString &openFileMsg, const QString &fileType, QWidget *parent) + : QDialog(parent), + m_fName(QString()), + m_openFileMsg(openFileMsg), + m_fileType(fileType) +{ + QLabel *fNameLabel = new QLabel(openFileMsg + " *"); + m_fNameLE = new QLineEdit; + + m_fNameLE->setEnabled(false); + + QPushButton *browseButton = new QPushButton("..."); + QDialogButtonBox *buttonBox = new QDialogButtonBox(QDialogButtonBox::Ok + | QDialogButtonBox::Cancel); + + QGridLayout *layout = new QGridLayout; + + layout->addWidget(fNameLabel, 0, 0); + layout->addWidget(m_fNameLE, 0, 1); + layout->addWidget(browseButton, 0, 2); + + layout->addWidget(buttonBox, 1, 0, 1, 3); + + setLayout(layout); + + connect(browseButton, SIGNAL(clicked()), this, SLOT(setFName())); + connect(buttonBox, SIGNAL(accepted()), this, SLOT(checkForm())); + connect(buttonBox, SIGNAL(rejected()), this, SLOT(reject())); +} + +/////////////// +// accessors // +/////////////// + +QString GetFileDialog::getFName() const +{ + return m_fName; +} + +/////////// +// slots // +/////////// + +void GetFileDialog::setFName() +{ + m_fName = QFileDialog::getOpenFileName(this, "Open " + m_openFileMsg, QString(), m_fileType); + m_fNameLE->setText(m_fName); +} + +void GetFileDialog::checkForm() +{ + m_fName = m_fNameLE->text(); + + if (!m_fName.isEmpty()) + accept(); +} diff --git a/GetFileDialog.h b/GetFileDialog.h new file mode 100644 index 0000000..3cc0e31 --- /dev/null +++ b/GetFileDialog.h @@ -0,0 +1,27 @@ +#ifndef GETFILEDIALOG_H +#define GETFILEDIALOG_H + +#include +#include + +class GetFileDialog: public QDialog +{ + Q_OBJECT + + public: + GetFileDialog(const QString &openFileMsg, const QString &fileType, QWidget *parent = 0); + QString getFName() const; + + public slots: + void setFName(); + void checkForm(); + + private: + QString m_fName; + QLineEdit *m_fNameLE; + QString m_openFileMsg; + QString m_fileType; +}; + +#endif + diff --git a/HistoMonitor.cpp b/HistoMonitor.cpp new file mode 100644 index 0000000..6bf2cc7 --- /dev/null +++ b/HistoMonitor.cpp @@ -0,0 +1,139 @@ +#include +#include +#include +#include +#include +#include +#include + +#include + +#include "HistoMonitor.h" + +using namespace cv; + +HistoMonitor::HistoMonitor(QWidget *parent, int hBins, int sBins, int vBins) + : QWidget(parent), + m_hBins(hBins), + m_sBins(sBins), + m_vBins(vBins) +{ + const int vScale = 12; + const int diffScale = 8; + + m_processor = new VideoFrameProcessor; + + QSlider *vVScaleSlider = new QSlider(Qt::Vertical); + vVScaleSlider->setMinimum(1); + vVScaleSlider->setMaximum(30); + vVScaleSlider->setValue(vScale); + m_vHisto = new VHistoWidget(vScale); + QSlider *vNBinsSlider = new QSlider(Qt::Horizontal); + vNBinsSlider->setMinimum(2); + vNBinsSlider->setMaximum(256); + vNBinsSlider->setValue(m_vBins); + + QSlider *satSlider = new QSlider(Qt::Vertical); + satSlider->setMinimum(2); + satSlider->setMaximum(255); + satSlider->setValue(m_sBins); + m_hsHisto = new HsHistoWidget; + QSlider *hueSlider = new QSlider(Qt::Horizontal); + hueSlider->setMinimum(2); + hueSlider->setMaximum(180); + hueSlider->setValue(m_hBins); + + QSlider *diffScaleSlider = new QSlider(Qt::Vertical); + diffScaleSlider->setMinimum(1); + diffScaleSlider->setMaximum(16); + diffScaleSlider->setValue(diffScale); + DiffHistoGraph *hsvGraph = new DiffHistoGraph(Qt::black); + + QGroupBox *groupBox = new QGroupBox("Metrics: "); + QRadioButton *l1 = new QRadioButton("L1"); + QRadioButton *l2 = new QRadioButton("L2"); + QRadioButton *correl = new QRadioButton("Correlation"); + QRadioButton *chisqr = new QRadioButton("Chi-Square"); + QRadioButton *intersect = new QRadioButton("Intersection"); + QRadioButton *hellinger = new QRadioButton("Hellinger dist."); + correl->setChecked(true); + QGridLayout *boxLayout = new QGridLayout; + boxLayout->addWidget(l1, 0, 0); + boxLayout->addWidget(l2, 0, 1); + boxLayout->addWidget(correl, 0, 2); + boxLayout->addWidget(chisqr, 1, 0); + boxLayout->addWidget(intersect, 1, 1); + boxLayout->addWidget(hellinger, 1, 2); + groupBox->setLayout(boxLayout); + + QGridLayout *layout = new QGridLayout; + layout->addWidget(vVScaleSlider, 0, 0); + layout->addWidget(m_vHisto, 0, 1); + layout->addWidget(vNBinsSlider, 1, 1); + layout->addWidget(satSlider, 0, 2); + layout->addWidget(m_hsHisto, 0, 3, 1, 1, Qt::AlignHCenter); + layout->addWidget(hueSlider, 1, 3); + layout->addWidget(diffScaleSlider, 2, 0); + layout->addWidget(hsvGraph, 2, 1, 1, 3, Qt::AlignHCenter); + layout->addWidget(groupBox, 3, 0, 1, 4, Qt::AlignHCenter); + + setLayout(layout); + + // connecting sliders to corresponding slots + connect(vVScaleSlider, SIGNAL(valueChanged(int)), m_vHisto, SLOT(setScale(int))); + connect(vNBinsSlider, SIGNAL(valueChanged(int)), this, SLOT(setVBins(int))); + connect(hueSlider, SIGNAL(valueChanged(int)), this, SLOT(setHBins(int))); + connect(satSlider, SIGNAL(valueChanged(int)), this, SLOT(setSBins(int))); + connect(diffScaleSlider, SIGNAL(valueChanged(int)), hsvGraph, SLOT(setScale(int))); + + // connecting metrics buttons to corresponding slots + connect(l1, SIGNAL(pressed()), m_processor, SLOT(activL1())); + connect(l2, SIGNAL(pressed()), m_processor, SLOT(activL2())); + connect(correl, SIGNAL(pressed()), m_processor, SLOT(activCorrel())); + connect(chisqr, SIGNAL(pressed()), m_processor, SLOT(activChiSqr())); + connect(intersect, SIGNAL(pressed()), m_processor, SLOT(activIntersect())); + connect(hellinger, SIGNAL(pressed()), m_processor, SLOT(activHellinger())); + + // updating distance from previous frame for graphing purpose + connect(this, SIGNAL(distFromPrev(qreal)), hsvGraph, SLOT(appendDist(qreal))); +} + +/////////// +// slots // +/////////// + +void HistoMonitor::processMat(const Mat &bgrMat) +{ + Mat hsvMat; + Mat vHisto, hsHisto, hsvHisto; + qreal distance; + + cvtColor(bgrMat, hsvMat, CV_BGR2HSV); + + vHisto = m_processor->genVHisto(hsvMat, m_vBins); + hsHisto = m_processor->genHsHisto(hsvMat, m_hBins, m_sBins); + hsvHisto = m_processor->genHsvHisto(hsvMat, m_hBins, m_sBins, m_sBins); + + m_vHisto->setHisto(vHisto); + m_hsHisto->setHisto(hsHisto); + + distance = m_processor->distanceFromPrev(hsvHisto, m_prevHsvHisto); + emit distFromPrev(distance); + + m_prevHsvHisto = hsvHisto; +} + +void HistoMonitor::setHBins(int hBins) +{ + m_hBins = hBins; +} + +void HistoMonitor::setSBins(int sBins) +{ + m_sBins = sBins; +} + +void HistoMonitor::setVBins(int vBins) +{ + m_vBins = vBins; +} diff --git a/HistoMonitor.h b/HistoMonitor.h new file mode 100644 index 0000000..87d7adb --- /dev/null +++ b/HistoMonitor.h @@ -0,0 +1,37 @@ +#ifndef HISTOMONITOR_H +#define HISTOMONITOR_H + +#include +#include +#include "VideoFrameProcessor.h" +#include "VHistoWidget.h" +#include "HsHistoWidget.h" +#include "DiffHistoGraph.h" + +class HistoMonitor: public QWidget +{ + Q_OBJECT + + public: + HistoMonitor(QWidget *parent = 0, int hBins = 32, int sBins = 32, int vBins = 128); + + signals: + void distFromPrev(qreal distance); + + public slots: + void processMat(const cv::Mat &bgrMat); + void setHBins(int hBins); + void setSBins(int sBins); + void setVBins(int vBins); + + private: + VideoFrameProcessor *m_processor; + VHistoWidget *m_vHisto; + HsHistoWidget *m_hsHisto; + cv::Mat m_prevHsvHisto; + int m_hBins; + int m_sBins; + int m_vBins; +}; + +#endif diff --git a/HsHistoWidget.cpp b/HsHistoWidget.cpp new file mode 100644 index 0000000..239ad91 --- /dev/null +++ b/HsHistoWidget.cpp @@ -0,0 +1,56 @@ +#include +#include +#include +#include "HsHistoWidget.h" + +using namespace cv; +using namespace std; + +HsHistoWidget::HsHistoWidget(int width, int height, int paletteHeight, QWidget *parent) + : QWidget(parent), + m_width(width), + m_height(height), + m_paletteHeight(paletteHeight) +{ + setFixedSize(m_width, m_height + m_paletteHeight + 1); +} + +/////////// +// slots // +/////////// + +void HsHistoWidget::setHisto(const Mat &hsHisto) +{ + // normalizing histogram between 0 and 255 for drawing purpose + normalize(hsHisto, m_hsHisto, 0, 255, NORM_MINMAX, -1, Mat()); + update(); +} + +void HsHistoWidget::paintEvent(QPaintEvent *event) +{ + Q_UNUSED(event); + float binWidth = static_cast(m_width) / m_hsHisto.rows; + float binHeight = static_cast(m_height) / m_hsHisto.cols; + + QPainter painter(this); + float hNormFac = 360.0 / m_hsHisto.rows; + + painter.fillRect(0, 0, m_width, m_height, QBrush(Qt::white)); + + for (int i = 1; i <= m_hsHisto.rows; i++) { + + // drawing hue palette + QRectF palette(QPointF((i-1) * binWidth, m_height + 1), + QPointF(i * binWidth, m_height + 1 + m_paletteHeight)); + painter.fillRect(palette, QColor::fromHsv(qRound((i-1) * hNormFac), 255, 255)); + + // plotting histogram values + for (int j = 1; j <= m_hsHisto.cols; j++) { + QRectF rectangle(QPointF((i-1) * binWidth, m_height - (j-1) * binHeight), + QPointF(i * binWidth, m_height - j * binHeight)); + uchar grayLevel = qRound(m_hsHisto.at(i, j)); + QColor grayColor(grayLevel, grayLevel, grayLevel); + painter.fillRect(rectangle, QBrush(grayColor)); + } + } +} diff --git a/HsHistoWidget.h b/HsHistoWidget.h new file mode 100644 index 0000000..72383f3 --- /dev/null +++ b/HsHistoWidget.h @@ -0,0 +1,26 @@ +#ifndef HSHISTOWIDGET_H +#define HSHISTOWIDGET_H + +#include +#include +#include "VideoFrameProcessor.h" + +class HsHistoWidget: public QWidget +{ + Q_OBJECT + + public: + HsHistoWidget(int width = 130, int height = 130, int paletteHeight = 10, QWidget *parent = 0); + void setHisto(const cv::Mat &hsHisto); + + protected: + void paintEvent(QPaintEvent *event); + + private: + int m_width; + int m_height; + int m_paletteHeight; + cv::Mat m_hsHisto; +}; + +#endif diff --git a/MainWindow.cpp b/MainWindow.cpp new file mode 100644 index 0000000..77db990 --- /dev/null +++ b/MainWindow.cpp @@ -0,0 +1,665 @@ +#include +#include +#include +#include +#include +#include +#include +#include + +#include "MainWindow.h" +#include "NewProjectDialog.h" +#include "CompareImageDialog.h" +#include "SpkDiarizationDialog.h" +#include "GetFileDialog.h" +#include "VideoFrame.h" +#include "EditSimShotDialog.h" + +using namespace arma; + +///////////////// +// constructor // +///////////////// + +MainWindow::MainWindow(QWidget *parent): QMainWindow(parent) +{ + setWindowTitle("TV Series Processing Tool"); + createActions(); + createMenus(); + + // connecting action signals to slots + connect(m_newProAct, SIGNAL(triggered()), this, SLOT(newProject())); + connect(m_proOpenProAct, SIGNAL(triggered()), this, SLOT(openProject())); + connect(m_saveProAct, SIGNAL(triggered()), this, SLOT(saveProject())); + connect(m_closeProAct, SIGNAL(triggered()), this, SLOT(closeProject())); + connect(m_appendProAct, SIGNAL(triggered()), this, SLOT(appendProject())); + connect(m_addSubAct, SIGNAL(triggered()), this, SLOT(addSubtitles())); + connect(m_quitAct, SIGNAL(triggered()), this, SLOT(quitTool())); + connect(m_histoAct, SIGNAL(triggered()), this, SLOT(showHisto())); + connect(m_autShotAct, SIGNAL(triggered()), this, SLOT(extractShots())); + connect(m_simShotDetectAct, SIGNAL(triggered()), this, SLOT(detectSimShots())); + connect(m_spkDiarAct, SIGNAL(triggered()), this, SLOT(spkDiar())); + connect(m_vFrameLevelAct, SIGNAL(triggered()), this, SLOT(selectVideoFrameLevel())); + connect(m_shotLevelAct, SIGNAL(triggered()), this, SLOT(selectShotLevel())); + connect(m_sceneLevelAct, SIGNAL(triggered()), this, SLOT(selectSceneLevel())); + connect(m_manShotAct, SIGNAL(triggered(bool)), this, SLOT(shotAnnotation(bool))); + connect(m_manShotSimAct, SIGNAL(triggered(bool)), this, SLOT(shotSimAnnotation(bool))); + connect(m_exportSubAct, SIGNAL(triggered()), this, SLOT(exportSubtitles())); + connect(m_viewLocSpkDiarAct, SIGNAL(triggered(bool)), this, SLOT(viewLocSpkDiar(bool))); + + // enabling/disabling actions + m_proOpen = false; + m_proModified = false; + m_histoDisp = false; + updateActions(); + + // initializing model/view + m_project = new ProjectModel(this); + m_modelView = new ModelView(m_project); + + // initializing video player + m_videoPlayer = new VideoPlayer; + m_videoPlayer->showVignette(false); + + // initializing central area + QHBoxLayout *viewLayout = new QHBoxLayout; + viewLayout->addWidget(m_videoPlayer); + viewLayout->addWidget(m_modelView); + QWidget *centralWidget = new QWidget; + centralWidget->setLayout(viewLayout); + setCentralWidget(centralWidget); + + // connecting model view signals to player slots + connect(m_modelView, SIGNAL(setPlayer(const QString &, const QSize &)), + m_videoPlayer, SLOT(setPlayer(const QString &, const QSize &))); + connect(m_modelView, SIGNAL(setPlayerPosition(qint64)), m_videoPlayer, SLOT(setPlayerPosition(qint64))); + connect(m_modelView, SIGNAL(currentShot(QList)), m_videoPlayer, SLOT(currentShot(QList))); + connect(this, SIGNAL(showVignette(bool)), m_videoPlayer, SLOT(showVignette(bool))); + connect(m_modelView, SIGNAL(displaySubtitle(const QString &)), m_videoPlayer, SLOT(displaySubtitle(const QString &))); + + connect(m_viewSpeakersAct, SIGNAL(triggered(bool)), m_project, SLOT(retrieveSpeakers(bool))); + connect(m_viewSpeakersAct, SIGNAL(triggered(bool)), m_videoPlayer, SLOT(viewSpeakers(bool))); + connect(m_project, SIGNAL(playSegments(QList>)), m_videoPlayer, SLOT(playSegments(QList>))); + + // possibly connecting model view signal to model slot + connect(m_modelView, SIGNAL(insertShot(Segment *)), this, SLOT(addShot(Segment *))); + connect(m_modelView, SIGNAL(removeShot(Segment *)), this, SLOT(delShot(Segment *))); + connect(m_modelView, SIGNAL(editSimShots(Segment *)), this, SLOT(editSimShots(Segment *))); + connect(this, SIGNAL(insertShot(Segment *, Segment::Source)), m_project, SLOT(insertShot(Segment *, Segment::Source))); + connect(this, SIGNAL(removeShot(Segment *, Segment::Source)), m_project, SLOT(removeShot(Segment *, Segment::Source))); + connect(m_modelView, SIGNAL(setPlayerPosition(qint64)), m_project, SLOT(retrieveShotSub(qint64))); + + // connecting player signal to model view slot + connect(m_videoPlayer, SIGNAL(positionUpdated(qint64)), m_modelView, SLOT(positionChanged(qint64))); + connect(m_videoPlayer, SIGNAL(playerPaused(bool)), m_modelView, SLOT(playerPaused(bool))); + + // connecting player signal to model slots + connect(m_videoPlayer, SIGNAL(newSpeaker(qint64, qint64, const QString &, VideoFrame::SpeakerSource)), m_project, SLOT(setSpeaker(qint64, qint64, const QString &, VideoFrame::SpeakerSource))); + connect(m_videoPlayer, SIGNAL(renewSpeaker(qint64, qint64, qint64, qint64, bool, VideoFrame::SpeakerSource)), m_project, SLOT(resetSpeaker(qint64, qint64, qint64, qint64, bool, VideoFrame::SpeakerSource))); + connect(m_videoPlayer, SIGNAL(playSub(QList)), m_project, SLOT(playSubtitle(QList))); + connect(m_videoPlayer, SIGNAL(positionUpdated(qint64)), m_project, SLOT(retrieveShotSub(qint64))); + connect(m_videoPlayer, SIGNAL(positionUpdated(qint64)), m_project, SLOT(currentSub(qint64))); + + // connecting view actions to monitoring widget + connect(this, SIGNAL(activeHisto(bool)), m_videoPlayer, SLOT(activeHisto(bool))); + connect(this, SIGNAL(viewUtteranceTree(bool)), m_videoPlayer, SLOT(viewUtteranceTree(bool))); + connect(m_project, SIGNAL(getCurrentPattern(const QList> &)), m_videoPlayer, SLOT(getCurrentPattern(const QList> &))); + connect(m_project, SIGNAL(getPatternFirstShot(const QList> &)), m_videoPlayer, SLOT(getPatternFirstShot(const QList> &))); + connect(m_project, SIGNAL(getPatternSecondShot(const QList> &)), m_videoPlayer, SLOT(getPatternSecondShot(const QList> &))); + connect(this, SIGNAL(setDiarData(const arma::mat &, const arma::mat &, const arma::mat &)), m_videoPlayer, SLOT(setDiarData(const arma::mat &, const arma::mat &, const arma::mat &))); + connect(m_project, SIGNAL(setDiarData(const arma::mat &, const arma::mat &, const arma::mat &)), m_videoPlayer, SLOT(setDiarData(const arma::mat &, const arma::mat &, const arma::mat &))); + + // indirectly connecting annotation tools actions to model slots + connect(m_manShotAct, SIGNAL(triggered(bool)), m_modelView, SLOT(initShotAnnot(bool))); + connect(m_modelView, SIGNAL(initShotLevel(Segment *)), m_project, SLOT(initShotLevel(Segment *))); + + // connecting model signals to main window slots + connect(m_project, SIGNAL(modelChanged()), this, SLOT(modelChanged())); + + // emitting appropriate signal when segmentation view/annotation action is triggered + connect(m_viewSegmentAct, SIGNAL(triggered()), this, SLOT(viewSegmentation())); + connect(m_speechSegAct, SIGNAL(triggered()), this, SLOT(viewSegmentation())); + connect(this, SIGNAL(processSegmentation(bool, bool)), m_project, SLOT(processSegmentation(bool, bool))); + + // spoken frames coming from model sent to player for monitoring purpose; end signal + connect(m_project, SIGNAL(getSpokenFrame(qint64, const QString &, const QString &)), m_videoPlayer, SLOT(getSpokenFrame(qint64, const QString &, const QString &))); + connect(m_project, SIGNAL(getShot(Segment *)), m_videoPlayer, SLOT(getShot(Segment *))); + connect(m_project, SIGNAL(segmentationRetrieved()), m_videoPlayer, SLOT(segmentationRetrieved())); + connect(m_project, SIGNAL(viewSegmentation(bool, bool)), m_videoPlayer, SLOT(showSegmentation(bool, bool))); + + // connecting model signals to view and player slots + connect(m_project, SIGNAL(positionChanged(qint64)), m_modelView, SLOT(positionChanged(qint64))); + connect(m_project, SIGNAL(speakersRetrieved(QList)), m_videoPlayer, SLOT(speakersRetrieved(QList))); + connect(m_project, SIGNAL(currentSubtitle(int)), m_videoPlayer, SLOT(currentSubtitle(int))); + + // miscellaneous + connect(this, SIGNAL(extractSubtitles(const QString &)), m_project, SLOT(exportSubtitles(const QString &))); + connect(this, SIGNAL(extractIVectors(bool, const QString &)), m_project, SLOT(extractIVectors(bool, const QString &))); + connect(this, SIGNAL(extractSpkIVectors(const QString &, bool)), m_project, SLOT(extractSpkIVectors(const QString &, bool))); +} + +//////////////// +// destructor // +//////////////// + +MainWindow::~MainWindow() +{ +} + +////////////////////////////////////////// +// slots called when triggering actions // +////////////////////////////////////////// + +bool MainWindow::newProject() +{ + NewProjectDialog dialog(this); + + if (dialog.exec() == QDialog::Accepted) { + + ////////////////////////////// + // initializing new project // + ////////////////////////////// + + m_project->setModel(dialog.getProjectName(), dialog.getSeriesName(), dialog.getSeasNbr(), + dialog.getEpNbr(), dialog.getEpName(), dialog.getEpFName()); + setWindowTitle("TV Series Processing Tool - " + m_project->getName()); + m_modelView->setDepth(m_project->getDepth()); + m_modelView->initPlayer(); + + m_proOpen = true; + m_proModified = true; + updateActions(); + + return true; + } + + return false; +} + +bool MainWindow::openProject() +{ + QString fName = QFileDialog::getOpenFileName(this, tr("Open File"), QString(), tr("Project (*.json)")); + // QString fName = QFileDialog::getOpenFileName(this, tr("Open File"), QString(), tr("Project (*.dat)")); + + if (!fName.isEmpty() && m_project->load(fName)) { + m_modelView->setDepth(m_project->getDepth()); + m_modelView->initPlayer(); + setWindowTitle("TV Series Processing Tool - " + m_project->getName()); + selectDefaultLevel(); + + m_proOpen = true; + updateActions(); + + return true; + } + + return false; +} + +bool MainWindow::saveProject() +{ + QString fName = QFileDialog::getSaveFileName(this, tr("Save File"), + ("./projects/" + m_project->getName()), + tr("Project (*.json)")); + + if (m_project->save(fName)) { + m_proModified = false; + updateActions(); + return true; + } + + return false; +} + +bool MainWindow::closeProject() +{ + int ans = 0; + + if (m_proModified) + ans = QMessageBox::question(this, tr("Close project"), tr("Current project has been modified, save changes ?"), QMessageBox::Yes | QMessageBox::No); + + if (ans == QMessageBox::Yes) + saveProject(); + + setWindowTitle("TV Series Processing Tool"); + m_project->reset(); + m_videoPlayer->reset(); + + m_proModified = false; + m_proOpen = false; + updateActions(); + + return true; +} + +bool MainWindow::appendProject() +{ + NewProjectDialog dialog(this, m_project->getName(), m_project->getSeriesName()); + + if (dialog.exec() == QDialog::Accepted) { + + if (m_project->appendModel(dialog.getSeasNbr(), dialog.getEpNbr(), dialog.getEpName(), dialog.getEpFName())) { + + m_modelView->setDepth(m_project->getDepth()); + + m_proModified = true; + updateActions(); + + return true; + } + + else { + QString errMsg = "Impossible to add episode "; + errMsg += dialog.getEpNbr(); + errMsg += " of Season "; + errMsg += dialog.getSeasNbr(); + errMsg += ": episode already included in project."; + QMessageBox::critical(this, tr("Append project"), errMsg); + } + } + + return false; +} + +bool MainWindow::addSubtitles() +{ + GetFileDialog dialog(tr("Subtitles File"), tr("Subtitles Files (*.json)"), this); + + if (dialog.exec() == QDialog::Accepted) { + + m_project->insertSubtitles(dialog.getFName()); + + m_proModified = true; + updateActions(); + + return true; + } + + return false; +} + +bool MainWindow::quitTool() +{ + int ans = 0; + + if (m_proModified) + ans = QMessageBox::question(this, tr("Quit"), tr("Current project has been modified, save changes?"), QMessageBox::Yes | QMessageBox::No); + + if (ans == QMessageBox::Yes) + saveProject(); + + QCoreApplication::quit(); + + return true; +} + +bool MainWindow::showHisto() +{ + if (m_proOpen && !m_histoDisp) { + m_histoDisp = true; + } + else + m_histoDisp = false; + + emit activeHisto(m_histoDisp); + + updateActions(); + return true; +} + +bool MainWindow::extractShots() +{ + selectVideoFrameLevel(); + + CompareImageDialog dialog(tr("Shot extraction"), 64, 24, 8, 30, 20, tr("High threshold:"), tr("Low threshold:"), this); + + if (dialog.exec() == QDialog::Accepted) { + m_project->extractShots(m_modelView->getCurrentEpisodeFName(), + dialog.getHistoType(), + dialog.getNVBins(), + dialog.getNHBins(), + dialog.getNSBins(), + dialog.getMetrics(), + dialog.getThreshold1(), + dialog.getThreshold2(), + dialog.getNVBlock(), + dialog.getNHBlock(), + dialog.getIterate()); + selectShotLevel(); + + m_proModified = true; + updateActions(); + + return true; + } + + return false; +} + +bool MainWindow::detectSimShots() +{ + selectVideoFrameLevel(); + + CompareImageDialog dialog(tr("Shot Similarity Detection..."), 64, 24, 8, 40, 30, tr("Max distance:"), tr("Window size:"), this); + + if (dialog.exec() == QDialog::Accepted) { + m_project->labelSimilarShots(m_modelView->getCurrentEpisodeFName(), + dialog.getHistoType(), + dialog.getNVBins(), + dialog.getNHBins(), + dialog.getNSBins(), + dialog.getMetrics(), + dialog.getThreshold1(), + dialog.getThreshold2(), + dialog.getNVBlock(), + dialog.getNHBlock(), + dialog.getIterate()); + selectShotLevel(); + + m_proModified = true; + updateActions(); + + return true; + } + + return false; +} + +bool MainWindow::spkDiar() +{ + SpkDiarizationDialog dialog(tr("Global speaker diarization"), false, false, this); + + if (dialog.exec() == QDialog::Accepted) { + + m_project->setSpkDiar(m_modelView->getCurrentEpisodeFName()); + emit extractIVectors(dialog.getUbm(), m_modelView->getCurrentEpisodeFName()); + if (!dialog.getRefSpk()) + m_project->localSpkDiar(dialog.getBase(), + dialog.getDist(), + dialog.getNorm(), + dialog.getAgrCrit(), + dialog.getPartMeth(), + dialog.getWeight(), + dialog.getSigma()); + emit extractSpkIVectors(m_modelView->getCurrentEpisodeFName(), dialog.getRefSpk()); + m_project->globalSpkDiar(); + + return true; + } + + return false; +} + +void MainWindow::selectVideoFrameLevel() +{ + m_vFrameLevelAct->setChecked(true); + m_modelView->setDepth(m_project->getDepth()); + emit showVignette(false); +} + +void MainWindow::selectShotLevel() +{ + m_shotLevelAct->setChecked(true); + m_modelView->setDepth(m_project->getDepth()-1); + emit showVignette(true); +} + +void MainWindow::selectSceneLevel() +{ + m_sceneLevelAct->setChecked(true); + m_modelView->setDepth(m_project->getDepth()-2); + emit showVignette(true); +} + +void MainWindow::addShot(Segment *segment) +{ + if (m_manShotAct->isChecked()) + emit insertShot(segment, Segment::Manual); +} + +void MainWindow::delShot(Segment *segment) +{ + if (m_manShotAct->isChecked()) + emit removeShot(segment, Segment::Manual); +} + +void MainWindow::shotAnnotation(bool checked) +{ + if (checked) { + m_shotLevelAct->setEnabled(false); + m_sceneLevelAct->setEnabled(false); + selectVideoFrameLevel(); + } + else { + selectDefaultLevel(); + updateActions(); + } +} + +void MainWindow::editSimShots(Segment *segment) +{ + if (m_manShotSimAct->isChecked()) { + QList shotPositions; + int segIdx = m_project->retrieveShotPrevPositions(segment->getPosition(), shotPositions); + EditSimShotDialog annotSimDialog(m_modelView->getCurrentEpisodeFName(), + segIdx, + shotPositions, + 6, + 1000, + this); + connect(&annotSimDialog, SIGNAL(labelSimShot(qint64, int, Segment::Source)), + m_project, SLOT(labelSimShot(qint64, int, Segment::Source))); + + annotSimDialog.exec(); + + disconnect(&annotSimDialog, SIGNAL(labelSimShot(qint64, int, Segment::Source)), + m_project, SLOT(labelSimShot(qint64, int, Segment::Source))); + + m_proModified = true; + updateActions(); + } +} + +void MainWindow::shotSimAnnotation(bool checked) +{ + if (checked) { + m_vFrameLevelAct->setEnabled(false); + m_sceneLevelAct->setEnabled(false); + selectShotLevel(); + } + else { + selectDefaultLevel(); + updateActions(); + } +} + +void MainWindow::modelChanged() +{ + m_proModified = true; + m_modelView->setDepth(m_project->getDepth()); + + updateActions(); +} + +void MainWindow::viewSegmentation() +{ + emit processSegmentation(m_viewSegmentAct->isChecked(), m_speechSegAct->isChecked()); + + if (m_speechSegAct->isChecked()) { + m_proModified = true; + updateActions(); + } +} + +void MainWindow::viewLocSpkDiar(bool checked) +{ + if (checked) { + m_project->setSpkDiar(m_modelView->getCurrentEpisodeFName()); + + emit extractIVectors(false, m_modelView->getCurrentEpisodeFName()); + emit viewUtteranceTree(checked); + } + + updateActions(); +} + +void MainWindow::exportSubtitles() +{ + QString fName = QFileDialog::getSaveFileName(this, tr("Export subtitles"), tr("/home/xavier/Dropbox/tv_series_proc_tool/tools/process_sub/"), tr("Subtitle file (*.csv)")); + if (!fName.isEmpty()) + emit extractSubtitles(fName); +} + +/////////////////////////////////// +// auxiliary methods called when // +// constructing main window // +/////////////////////////////////// + +void MainWindow::createActions() +{ + // project menu actions + m_newProAct = new QAction(tr("&New..."), this); + m_proOpenProAct = new QAction(tr("&Open..."), this); + m_saveProAct = new QAction(tr("&Save as..."), this); + m_closeProAct = new QAction(tr("&Close"), this); + m_quitAct = new QAction(tr("&Quit"), this); + + // edit menu actions + m_appendProAct = new QAction(tr("&Append project..."), this); + m_addSubAct = new QAction(tr("Add &subtitles..."), this); + + // view menu actions + m_histoAct = new QAction(tr("&HSV histograms"), this); + m_histoAct->setCheckable(true); + m_viewSegmentAct = new QAction(tr("Se&gmentation"), this); + m_viewSegmentAct->setCheckable(true); + m_viewSpeakersAct = new QAction(tr("S&peakers"), this); + m_viewSpeakersAct->setCheckable(true); + m_viewLocSpkDiarAct = new QAction(tr("&Local speaker diarization"), this); + m_viewLocSpkDiarAct->setCheckable(true); + m_vFrameLevelAct = new QAction(tr("&Video Frame level"), this); + m_shotLevelAct = new QAction(tr("&Shot level"), this); + m_sceneLevelAct = new QAction(tr("S&cene level"), this); + m_vFrameLevelAct->setCheckable(true); + m_shotLevelAct->setCheckable(true); + m_sceneLevelAct->setCheckable(true); + + // tools menu actions + m_manShotAct = new QAction(tr("&Shot Insertion"), this); + m_manShotSimAct = new QAction(tr("Shot Si&milarity"), this); + m_manShotAct->setCheckable(true); + m_manShotSimAct->setCheckable(true); + m_speechSegAct = new QAction(tr("S&peech Segments"), this); + m_speechSegAct->setCheckable(true); + m_autShotAct = new QAction(tr("Shot E&xtraction..."), this); + m_simShotDetectAct = new QAction(tr("&Shot Similarity Detection..."), this); + m_spkDiarAct = new QAction(tr("&Speaker Diarization..."), this); + m_exportSubAct = new QAction(tr("Export subtitles..."), this); + + // set icon actions + m_proOpenProAct->setIcon(style()->standardIcon(QStyle::SP_DialogOpenButton)); + m_saveProAct->setIcon(style()->standardIcon(QStyle::SP_DialogSaveButton)); + m_closeProAct->setIcon(style()->standardIcon(QStyle::SP_DialogCloseButton)); +} + +void MainWindow::createMenus() +{ + // project menu + QMenu *projectMenu = menuBar()->addMenu(tr("&Project")); + projectMenu->addAction(m_newProAct); + projectMenu->addAction(m_proOpenProAct); + projectMenu->addSeparator(); + projectMenu->addAction(m_saveProAct); + projectMenu->addAction(m_closeProAct); + projectMenu->addSeparator(); + projectMenu->addAction(m_quitAct); + + // edit menu + QMenu *editMenu = menuBar()->addMenu(tr("&Edit")); + editMenu->addAction(m_appendProAct); + editMenu->addAction(m_addSubAct); + + // view menu + QMenu *viewMenu = menuBar()->addMenu(tr("&View")); + viewMenu->addAction(m_histoAct); + viewMenu->addAction(m_viewSegmentAct); + viewMenu->addAction(m_viewSpeakersAct); + viewMenu->addAction(m_viewLocSpkDiarAct); + viewMenu->addSeparator()->setText(tr("Depth")); + m_granularityGroup = new QActionGroup(this); + m_granularityGroup->addAction(m_vFrameLevelAct); + m_granularityGroup->addAction(m_shotLevelAct); + m_granularityGroup->addAction(m_sceneLevelAct); + viewMenu->addAction(m_vFrameLevelAct); + viewMenu->addAction(m_shotLevelAct); + viewMenu->addAction(m_sceneLevelAct); + + // tools menu + QMenu *toolsMenu = menuBar()->addMenu(tr("&Tools")); + m_annotationsMenu = toolsMenu->addMenu(tr("&Annotations")); + m_annotationsMenu->addAction(m_manShotAct); + m_annotationsMenu->addAction(m_manShotSimAct); + m_annotationsMenu->addSeparator(); + m_annotationsMenu->addAction(m_speechSegAct); + toolsMenu->addAction(m_spkDiarAct); + toolsMenu->addAction(m_autShotAct); + toolsMenu->addAction(m_simShotDetectAct); + toolsMenu->addAction(m_exportSubAct); +} + +/////////////////////////////// +// auxiliary method called // +// to enable/disable actions // +/////////////////////////////// + +void MainWindow::updateActions() +{ + m_newProAct->setEnabled(!m_proOpen); + m_proOpenProAct->setEnabled(!m_proOpen); + m_saveProAct->setEnabled(m_proModified); + m_granularityGroup->setEnabled(m_proOpen); + m_histoAct->setEnabled(m_proOpen); + m_histoAct->setChecked(m_histoDisp); + m_viewSegmentAct->setEnabled(m_proOpen); + m_viewSpeakersAct->setEnabled(m_proOpen); + m_viewLocSpkDiarAct->setEnabled(m_proOpen); + m_closeProAct->setEnabled(m_proOpen); + m_appendProAct->setEnabled(m_proOpen); + m_addSubAct->setEnabled(m_proOpen); + m_annotationsMenu->setEnabled(m_proOpen); + m_autShotAct->setEnabled(m_proOpen); + m_simShotDetectAct->setEnabled(m_proOpen); + m_spkDiarAct->setEnabled(m_proOpen); + m_exportSubAct->setEnabled(m_proOpen); + + if (m_proOpen) + switch (m_project->getDepth()) { + case 2: case 3: + m_vFrameLevelAct->setEnabled(true); + m_shotLevelAct->setEnabled(false); + m_manShotSimAct->setEnabled(false); + m_sceneLevelAct->setEnabled(false); + break; + case 4: + m_vFrameLevelAct->setEnabled(true); + m_shotLevelAct->setEnabled(true); + m_manShotSimAct->setEnabled(true); + m_sceneLevelAct->setEnabled(false); + break; + case 5: + m_vFrameLevelAct->setEnabled(true); + m_shotLevelAct->setEnabled(true); + m_manShotSimAct->setEnabled(true); + m_sceneLevelAct->setEnabled(true); + break; + } +} + +void MainWindow::selectDefaultLevel() +{ + // scene and/of shots level(s) already created + if (m_project->getDepth() >= 4) + selectShotLevel(); + else + selectVideoFrameLevel(); +} diff --git a/MainWindow.h b/MainWindow.h new file mode 100644 index 0000000..a201ba6 --- /dev/null +++ b/MainWindow.h @@ -0,0 +1,105 @@ +#ifndef MAINWINDOW_H +#define MAINWINDOW_H + +#include +#include +#include +#include +#include + +#include + +#include "Segment.h" +#include "VideoPlayer.h" +#include "ProjectModel.h" +#include "ModelView.h" + +class MainWindow: public QMainWindow +{ + Q_OBJECT + + public: + MainWindow(QWidget *parent = 0); + ~MainWindow(); + + public slots: + bool newProject(); + bool openProject(); + bool saveProject(); + bool closeProject(); + bool appendProject(); + bool addSubtitles(); + bool quitTool(); + bool showHisto(); + bool extractShots(); + bool detectSimShots(); + bool spkDiar(); + void addShot(Segment *segment); + void delShot(Segment *segment); + void editSimShots(Segment *segment); + void shotSimAnnotation(bool checked); + void selectVideoFrameLevel(); + void selectShotLevel(); + void selectSceneLevel(); + void shotAnnotation(bool checked); + void modelChanged(); + void viewSegmentation(); + void viewLocSpkDiar(bool checked); + void exportSubtitles(); + + signals: + void activeHisto(bool histoDisp); + void insertShot(Segment *segment, Segment::Source source); + void removeShot(Segment *segment, Segment::Source source); + void showVignette(bool showed); + void processSegmentation(bool checked, bool annot); + void extractSubtitles(const QString &fName); + void viewUtteranceTree(bool checked); + void setDiarData(const arma::mat &E, const arma::mat &Sigma, const arma::mat &W); + void extractIVectors(bool ubm, const QString &epFName); + void extractSpkIVectors(const QString &epFName, bool refSpk); + + private: + void createActions(); + void createMenus(); + void updateActions(); + void selectDefaultLevel(); + + QAction *m_newProAct; + QAction *m_proOpenProAct; + QAction *m_saveProAct; + QAction *m_closeProAct; + QAction *m_quitAct; + QAction *m_appendProAct; + QAction *m_addSubAct; + QAction *m_histoAct; + QAction *m_viewSegmentAct; + QAction *m_viewSpeakersAct; + QAction *m_viewLocSpkDiarAct; + QAction *m_vFrameLevelAct; + QAction *m_shotLevelAct; + QAction *m_sceneLevelAct; + QAction *m_manShotAct; + QAction *m_autShotAct; + QAction *m_spkDiarAct; + QAction *m_manShotSimAct; + QAction *m_simShotDetectAct; + QAction *m_speechSegAct; + QAction *m_exportSubAct; + QAction *m_exportSpkRefAct; + + QActionGroup *m_granularityGroup; + + QMenu *m_annotationsMenu; + + bool m_proOpen; + bool m_proModified; + bool m_histoDisp; + + VideoPlayer *m_videoPlayer; + + ProjectModel *m_project; + ModelView *m_modelView; +}; + +#endif diff --git a/ModelView.cpp b/ModelView.cpp new file mode 100644 index 0000000..0636ef1 --- /dev/null +++ b/ModelView.cpp @@ -0,0 +1,235 @@ +#include + +#include "ModelView.h" +#include "Shot.h" +#include "VideoFrame.h" + +#include + +ModelView::ModelView(ProjectModel *project, int nVignettes, QWidget *parent) + : QWidget(parent), + m_currEpisode(0), + m_project(project), + m_nVignettes(nVignettes), + m_playerPaused(true) +{ + m_treeView = new QTreeView; + m_treeView->expandAll(); + + QVBoxLayout *layout = new QVBoxLayout; + layout->addWidget(m_treeView); + setLayout(layout); + + m_treeView->setModel(m_project); + m_selection = m_treeView->selectionModel(); + + connect(m_selection, SIGNAL(currentChanged(const QModelIndex &, const QModelIndex &)), + this, SLOT(updatePlayer(const QModelIndex &, const QModelIndex &))); +} + +void ModelView::adjust() +{ + m_treeView->resizeColumnToContents(0); + m_treeView->resizeColumnToContents(1); +} + +void ModelView::initPlayer() +{ + QModelIndex seasonIndex = m_project->index(0, 0); + updatePlayer(seasonIndex, QModelIndex()); +} + +///////////////////////////////////////////// +// slot called when clicking on model view // +///////////////////////////////////////////// + +void ModelView::updatePlayer(const QModelIndex ¤t, const QModelIndex &previous) +{ + Q_UNUSED(previous); + + Shot *shot; + + // scroll to selected segment + m_treeView->scrollTo(current, QAbstractItemView::PositionAtCenter); + + // selected segment + Segment *segment = static_cast(current.internalPointer()); + + // emit signals when encountering shot + if ((shot = dynamic_cast(segment))) + emit currentShot(genPositionList(segment)); + + updateCurrentEpisode(segment); + emit setPlayer(m_currEpisode->getFName(), m_currEpisode->getResolution()); + emit setPlayerPosition(segment->getPosition()); + + if (m_playerPaused) { + + qint64 position = segment->getPosition(); + VideoFrame *vFrame; + int i; + + // retrieve current video frame + while (!(vFrame = dynamic_cast(segment))) { + + // closest segment index to current player position + i = segment->childIndexFromPosition(position); + + // select possible children + segment = segment->child(i); + } + + emit displaySubtitle(vFrame->getSub()); + } +} + +/////////////////////////////////////////// +// slot called when player state changes // +/////////////////////////////////////////// + +void ModelView::playerPaused(bool pause) +{ + m_playerPaused = pause; +} + +////////////////////////////////////////////// +// slot called when player position changes // +////////////////////////////////////////////// + +void ModelView::positionChanged(qint64 position) +{ + int i(-1); + QModelIndex index; + QModelIndex siblingIndex; + VideoFrame *vFrame; + + m_selection->clearSelection(); + + Segment *segment = m_currEpisode; + + // retrieve segment to select + int depth = 0; + while (depth++ < m_depth) { + + // closest segment index to current player position + i = segment->childIndexFromPosition(position); + + // select possible children + segment = segment->child(i); + } + + // model indexes to select + index = m_project->indexFromSegment(segment); + siblingIndex = m_project->sibling(i, 1, index); + + // segment selection + m_selection->setCurrentIndex(index, QItemSelectionModel::Select); + m_selection->setCurrentIndex(siblingIndex, QItemSelectionModel::Select); + + // retrieve current video frame + while (!(vFrame = dynamic_cast(segment))) { + + // closest segment index to current player position + i = segment->childIndexFromPosition(position); + + // select possible children + segment = segment->child(i); + } + + emit displaySubtitle(vFrame->getSub()); +} + +/////////////////////////////////// +// slot called when pressing key // +/////////////////////////////////// + +void ModelView::keyPressEvent(QKeyEvent *event) +{ + Segment *segment = static_cast(m_selection->currentIndex().internalPointer()); + + if (event->key() == Qt::Key_Return && dynamic_cast(segment)) + emit insertShot(segment); + else if (event->key() == Qt::Key_Backspace && dynamic_cast(segment)) + emit removeShot(segment); + else if (event->key() == Qt::Key_Return && dynamic_cast(segment)) + emit editSimShots(segment); +} + +/////////////////////////////////////////////////// +// slots called when entering in annotation mode // +/////////////////////////////////////////////////// + +void ModelView::initShotAnnot(bool checked) +{ + Segment *segment = static_cast(m_selection->currentIndex().internalPointer()); + + if (checked) + emit initShotLevel(segment); +} + +/////////////// +// accessors // +/////////////// + +QString ModelView::getCurrentEpisodeFName() const +{ + return m_currEpisode->getFName(); +} + +///////////////////// +// private methods // +///////////////////// + +void ModelView::updateCurrentEpisode(Segment *segment) +{ + Episode *episode = 0; + + // looking for corresponding episode + Segment *tmp = segment; + + // searching among parent segments + while (tmp != 0 && !(episode = dynamic_cast(tmp))) + tmp = tmp->parent(); + + // if not found, searching among child segments + if (!tmp) { + tmp = segment; + while (tmp != 0 && !(episode = dynamic_cast(tmp))) + tmp = tmp->child(0); + } + + if (episode != m_currEpisode) { + m_currEpisode = episode; + } +} + +QList ModelView::genPositionList(Segment *segment) +{ + QList positionList; + qint64 segmentPosition; + + int iFirst = segment->row() - m_nVignettes / 2; + int iLast = segment->row() + m_nVignettes / 2; + + for (int i(iFirst); i <= iLast; i++) { + if (i >= 0 && i < segment->parent()->childCount()) { + segmentPosition = segment->parent()->child(i)->getPosition(); + positionList.push_back(segmentPosition); + } + else + positionList.push_back(-1); + } + + return positionList; +} + +/////////////// +// modifiers // +/////////////// + +void ModelView::setDepth(int depth) +{ + m_depth = depth - 2; + m_treeView->expandToDepth(m_depth); + adjust(); +} diff --git a/ModelView.h b/ModelView.h new file mode 100644 index 0000000..58e1f5a --- /dev/null +++ b/ModelView.h @@ -0,0 +1,56 @@ +#ifndef MODELVIEW_H +#define MODELVIEW_H + +#include +#include +#include +#include + +#include "ProjectModel.h" +#include "Segment.h" +#include "Episode.h" + +class ModelView: public QWidget +{ + Q_OBJECT + + public: + ModelView(ProjectModel *project, int nVignettes = 5, QWidget *parent = 0); + void adjust(); + void initPlayer(); + QString getCurrentEpisodeFName() const; + void setDepth(int depth); + + public slots: + void updatePlayer(const QModelIndex ¤t, const QModelIndex &previous); + void positionChanged(qint64 position); + void playerPaused(bool pause); + void initShotAnnot(bool checked); + + signals: + void setPlayer(const QString &fName, const QSize &resolution); + void setPlayerPosition(qint64); + void initShotLevel(Segment *segment); + void insertShot(Segment *segment); + void removeShot(Segment *segment); + void editSimShots(Segment *segment); + void currentShot(QList); + void displaySubtitle(const QString &subtitle); + + protected: + void keyPressEvent(QKeyEvent *event); + + private: + void updateCurrentEpisode(Segment *segment); + QList genPositionList(Segment *segment); + + Episode *m_currEpisode; + ProjectModel *m_project; + QTreeView *m_treeView; + QItemSelectionModel *m_selection; + int m_depth; + int m_nVignettes; + bool m_playerPaused; +}; + +#endif diff --git a/MovieAnalyzer.cpp b/MovieAnalyzer.cpp new file mode 100644 index 0000000..e66eef2 --- /dev/null +++ b/MovieAnalyzer.cpp @@ -0,0 +1,951 @@ +#include +#include +#include +#include +#include +#include +#include + +#include +#include + +#include +#include +#include + +#include "MovieAnalyzer.h" +#include "ProjectModel.h" + +using namespace cv; +using namespace std; + +MovieAnalyzer::MovieAnalyzer(QWidget *parent) + : QWidget(parent) +{ + m_processor = new VideoFrameProcessor; +} + +MovieAnalyzer::~MovieAnalyzer() +{ +} + +bool MovieAnalyzer::extractVideoFrames(const QString &fName) +{ + int id; + + m_cap.release(); + m_cap.open(fName.toStdString()); + + QProgressDialog progress(tr("Extracting frames..."), tr("Cancel"), 0, m_cap.get(CV_CAP_PROP_FRAME_COUNT), this); + progress.setWindowModality(Qt::WindowModal); + + emit setResolution(QSize(m_cap.get(CV_CAP_PROP_FRAME_WIDTH), m_cap.get(CV_CAP_PROP_FRAME_HEIGHT))); + emit setFps(m_cap.get(CV_CAP_PROP_FPS)); + + while (m_cap.grab()) { + id = m_cap.get(CV_CAP_PROP_POS_FRAMES); + progress.setValue(id); + + if (progress.wasCanceled()) + return false; + + emit appendVideoFrame(id, m_cap.get(CV_CAP_PROP_POS_MSEC)); + } + + return true; +} + +bool MovieAnalyzer::extractShots(const QString &fName, int histoType, int nVBins, int nHBins, int nSBins, int metrics, qreal threshold1, qreal threshold2, int nVBlock, int nHBlock, bool viewProgress) +{ + m_cap.release(); + m_cap.open(fName.toStdString()); + + // current frame + Mat frame; + + // subimages of current frame + QVector blocks(nVBlock * nHBlock); + + // corresponding local histograms + QVector locHisto(nVBlock * nHBlock); + + // distances between current and previous local histograms + QVector distance(nVBlock * nHBlock); + + // distance between current and past frame + qreal dist; + + // frames considered to detect cut + QList window; + + // current frame position and index + qint64 position(0); + int n(0); + + // previous frame position + qint64 prevPosition(0); + + // indicates that no more frame is available in video capture + bool open(true); + + // normalized local copies of thresholds + qreal thresh1(threshold1 / 100.0); + qreal thresh2(threshold2 / 100.0); + + // activate appropriate metrics + switch (metrics) { + case 4: + m_processor->activL1(); + break; + case 5: + m_processor->activL2(); + break; + case CV_COMP_CORREL: + m_processor->activCorrel(); + break; + case CV_COMP_CHISQR: + m_processor->activChiSqr(); + break; + case CV_COMP_INTERSECT: + m_processor->activIntersect(); + break; + case CV_COMP_HELLINGER: + m_processor->activHellinger(); + break; + } + + // progress bar + QProgressDialog progress(tr("Extracting shots..."), tr("Cancel"), 0, m_cap.get(CV_CAP_PROP_FRAME_COUNT), this); + if (viewProgress) { + progress.setWindowModality(Qt::WindowModal); + } + + while (open) { + + // retrieve frame position + n = m_cap.get(CV_CAP_PROP_POS_FRAMES); + position = m_cap.get(CV_CAP_PROP_POS_MSEC); + + open = m_cap.read(frame); + + if (open) { + + // retrieving previous shot frame blocks + blocks = splitImage(frame, nVBlock, nHBlock); + + // looping over frame blocks + for (int i(0); i < blocks.size(); i++) { + + // compute V/HS/HSV histogram for each frame block + switch (histoType) { + case 0: + locHisto[i] = m_processor->genVHisto(blocks[i], nVBins); + break; + case 1: + locHisto[i] = m_processor->genHsHisto(blocks[i], nHBins, nSBins); + break; + case 2: + locHisto[i] = m_processor->genHsvHisto(blocks[i], nHBins, nSBins, nVBins); + break; + } + + // compute distance from previous frame for each block + if (!m_prevLocHisto.isEmpty()) + distance[i] = m_processor->distanceFromPrev(locHisto[i], m_prevLocHisto[i]); + } + + dist = meanDistance(distance); + + /*** for displaying purpose ***/ + /* imshow("test1", frame); + waitKey(0); + + qDebug(); + for (int i(0); i < nHBlock; i++) { + for (int j(0); j < nVBlock; j++) { + printf("%4.4f\t", 1 - distance[i * nVBlock + j]); + } + cout << endl; + } + + qDebug(); + qDebug() << (1 - dist); */ + + // append current distance to the window + window.push_back(dist); + + if (window.size() > 3) + window.pop_front(); + + // insert shot at current position + if (window[0] <= thresh2 && window[1] >= thresh1 && window[2] <= thresh2) { + emit insertShot(prevPosition, Segment::Automatic); + } + + // updating previous local histograms to current ones + m_prevLocHisto.resize(blocks.size()); + m_prevLocHisto = locHisto; + + // updating previous position to current + prevPosition = position; + } + + // update progress bar + if (viewProgress) { + progress.setValue(n); + if (progress.wasCanceled()) + return false; + } + } + + return true; +} + +bool MovieAnalyzer::labelSimilarShots(QString fName, int histoType, int nVBins, int nHBins, int nSBins, int metrics, qreal maxDist, int windowSize, const QList &shotPositions, int nVBlock, int nHBlock, bool viewProgress) +{ + + m_cap.release(); + m_cap.open(fName.toStdString()); + + // distance matrix between shots + Mat dist(shotPositions.size(), shotPositions.size(), CV_32FC1, Scalar(-1.0)); + + // previous and current shot frame + Mat prevShotFrame; + Mat currShotFrame; + + // subimages of current and past frames + QVector prevBlocks; + QVector currBlocks; + + // local histogram of each frame block + QVector locHisto(nVBlock * nHBlock); + + // accumulator of previous lists of local histograms + QList> locHistoBuffer; + + // distance between first frame of current shot and last frame of past shot + QVector distance(nVBlock * nHBlock); + + /*** for displaying purpose ***/ + QList frameBuffer; + + // frame duration + // doesn't work anymore after updating Ubuntu + // int frameDur = 1 / m_cap.get(CV_CAP_PROP_FPS) * 1000; + int frameDur = 1 / 25.0 * 1000; + + // distance between local histograms + qreal locDistance; + // minimum distance from current frame observed so far + qreal minDistance; + // corresponding index + int jMin; + + // current camera label + int nCamera(0); + + // camera label for each shot + QVector shotCamera(shotPositions.size()); + + // activate appropriate metrics + switch (metrics) { + case 4: + m_processor->activL1(); + break; + case 5: + m_processor->activL2(); + break; + case CV_COMP_CORREL: + m_processor->activCorrel(); + break; + case CV_COMP_CHISQR: + m_processor->activChiSqr(); + break; + case CV_COMP_INTERSECT: + m_processor->activIntersect(); + break; + case CV_COMP_HELLINGER: + m_processor->activHellinger(); + break; + } + + // progress bar + QProgressDialog progress(tr("Retrieving similar shots..."), tr("Cancel"), 0, shotPositions.size(), this); + if (viewProgress) + progress.setWindowModality(Qt::WindowModal); + + // normalizing max distance required to link two shots + maxDist /= 100.0; + + // looping over shot positions + shotCamera[0] = nCamera; + + for (int i(1); i < shotPositions.size(); i++) { + + /****************************/ + /* processing previous shot */ + /****************************/ + + m_cap.set(CV_CAP_PROP_POS_MSEC, shotPositions[i] - frameDur); + m_cap >> prevShotFrame; + + // retrieving previous shot frame blocks + prevBlocks = splitImage(prevShotFrame, nVBlock, nHBlock); + + // resizing local histograms vector if necessary + if (prevBlocks.size() != nVBlock * nHBlock) + locHisto.resize(prevBlocks.size()); + + // looping over previous shot frame blocks + for (int j(0); j < prevBlocks.size(); j++) + + // compute V/HS/HSV histogram for each block of previous shot last frame + switch (histoType) { + case 0: + locHisto[j] = m_processor->genVHisto(prevBlocks[j], nVBins); + break; + case 1: + locHisto[j] = m_processor->genHsHisto(prevBlocks[j], nHBins, nSBins); + break; + case 2: + locHisto[j] = m_processor->genHsvHisto(prevBlocks[j], nHBins, nSBins, nVBins); + break; + } + + /*** for displaying purpose ***/ + /* Mat frameCopy; + prevShotFrame.copyTo(frameCopy); + frameBuffer.push_front(frameCopy); + if (frameBuffer.size() == windowSize + 1) + frameBuffer.pop_back(); */ + + // saving list of corresponding histograms + locHistoBuffer.push_front(locHisto); + + // update buffer boundaries + if (locHistoBuffer.size() == windowSize + 1) + locHistoBuffer.pop_back(); + + /***************************/ + /* processing current shot */ + /***************************/ + + m_cap >> currShotFrame; + + /*** for displaying purpose ***/ + // imshow("present", currShotFrame); + + // retrieving current shot frame blocks + currBlocks = splitImage(currShotFrame, nVBlock, nHBlock); + + // resizing local histograms vector if necessary + if (currBlocks.size() != nVBlock * nHBlock) { + locHisto.resize(currBlocks.size()); + distance.resize(currBlocks.size()); + } + + // looping over current shot frame blocks + for (int j(0); j < currBlocks.size(); j++) + + // compute V/HS/HSV histogram for each block of current shot last frame + switch (histoType) { + case 0: + locHisto[j] = m_processor->genVHisto(currBlocks[j], nVBins); + break; + case 1: + locHisto[j] = m_processor->genHsHisto(currBlocks[j], nHBins, nSBins); + break; + case 2: + locHisto[j] = m_processor->genHsvHisto(currBlocks[j], nHBins, nSBins, nVBins); + break; + } + + // compute distance between current and past frame local histograms + minDistance = 1.0; + jMin = 0; + + for (int j(0); j < locHistoBuffer.size(); j++) { + + // retrieving past list of local histograms + QVector prevLocHisto = locHistoBuffer[j]; + + // looping over list of local histograms and computing local distances + for (int k(0); k < prevLocHisto.size(); k++) + distance[k] = m_processor->distanceFromPrev(locHisto[k], prevLocHisto[k]); + + // averaging local distances + locDistance = meanDistance(distance); + + /*** for displaying purpose ***/ + /* qDebug(); + + for (int k(0); k < nHBlock; k++) { + for (int l(0); l < nVBlock; l++) { + printf("%4.4f\t", 1 - distance[k * nVBlock + l]); + } + cout << endl; + } + + qDebug(); + qDebug() << (1 - locDistance); + imshow("past", frameBuffer[j]); + waitKey(0); */ + + if (locDistance < minDistance) { + minDistance = locDistance; + jMin = j; + } + + // updating distance matrix + dist.at(i, i-j-1) = locDistance; + } + + // similar shot retrieved among previous shots + if (minDistance <= maxDist) { + int iSim = i - (jMin + 1); + shotCamera[i] = shotCamera[iSim]; + emit labelSimShot(shotPositions[iSim], shotCamera[iSim], Segment::Automatic); + emit labelSimShot(shotPositions[i], shotCamera[i], Segment::Automatic); + } + // no similar shot retrieved: new camera label + else + shotCamera[i] = nCamera++; + + // updating progress bar + if (viewProgress) { + progress.setValue(i); + if (progress.wasCanceled()) + return false; + } + } + + return true; +} + +bool MovieAnalyzer::localSpkDiar(QList> subBound, QMap>> shotPatterns, QMap>> strictShotPattBound, UtteranceTree::DistType dist, bool norm, UtteranceTree::AgrCrit agr, UtteranceTree::PartMeth partMeth, bool weight, bool sigma, const QString &baseName) +{ + QMap>>::const_iterator it = shotPatterns.begin(); + QMap uttLabels; // speaker label assigned to each utterance + + QString pattLabel; // pattern label + int uttIdx; // utterance index + qreal uttStart; // utterance beginning in s + qreal uttEnd; // utterance ending in s + UtteranceTree tree; // dendogram corresponding to local clustering + QList> partition; // optimal partition of the tree + qreal beginning, end; // boundaries of movie subpart considered + QString workPath("spkDiarization/"); + QProcess process; + QString program; + QStringList arguments; + QString args; + int out; + + m_baseName = baseName; + + qDebug() << "Local agglomerative clustering..."; + + // initializing boundaries + beginning = subBound[subBound.size() - 1].second / 1000.0; + end = subBound[0].first / 1000.0; + + // output file + QString fName = workPath + "lblLocalSegmentation/" + m_baseName + ".lbl"; + + QFile lblFile(fName); + + if (!lblFile.open(QIODevice::WriteOnly | QIODevice::Text)) + return false; + + QTextStream lblOut(&lblFile); + + // parameterizing tree + tree.setDist(dist); + tree.setAgr(agr); + tree.setPartMeth(partMeth); + + // setting covariance matrix + if (sigma) + CovInv = pinv(Sigma); + else + CovInv = pinv(CovW); + + // normalize E if necessary + if (norm) + normalize(dist); + + // looping over shot patterns + while (it != shotPatterns.end()) { + + // current pattern label + pattLabel = it.key(); + + // pattern boundaries + QList> shotPattBound = strictShotPattBound[pattLabel]; + + // utterances covered by current pattern + QList> utter = it.value(); + + // indices of utterances in current pattern + arma::umat V(1, utter.size()); + + for (int i(0); i < utter.size(); i++) + V(0, i) = utter[i].first; + + // matrix containing utterance i-vectors for current pattern + arma::mat S = E.rows(V); + + // weighting utterances + arma::mat W(1, utter.size(), arma::fill::ones); + + if (weight) + for (int i(0); i < utter.size(); i++) + W(0, i) = utter[i].second; + else + W.ones(1, utter.size()); + + W /= arma::accu(W); + + // setting tree + tree.setTree(S, W, CovInv); + + // retrieving optimal partition + partition = tree.getPartition(); + + // looping over partition for labeling purpose + for (int i(0); i < partition.size(); i++) { + for (int j(0); j < partition[i].size(); j++) { + + // index of current utterance + uttIdx = utter[partition[i][j]].first; + + // adjusting utterance boundaries to shot pattern ones + QPair pair = adjustSubBoundaries(subBound[uttIdx].first, subBound[uttIdx].second, shotPattBound); + uttStart = static_cast(pair.first) / 1000.0; + uttEnd = static_cast(pair.second) / 1000.0; + + // labelling current utterance + QString currSpk = pattLabel + "_S" + QString::number(i); + lblOut << uttStart << " " << uttEnd << " " << currSpk << endl; + + emit setSpeaker(static_cast(uttStart * 1000), + static_cast(uttEnd * 1000), + currSpk, + VideoFrame::Hyp1); + + // updating boundaries of speech segments + if (uttStart < beginning) + beginning = uttStart; + + if (uttEnd > end) + end = uttEnd; + } + } + + it++; + } + + qDebug() << "Done."; + + // converting hypotheses .lbl file into .rttm one + program = "perl"; + arguments << workPath + "scripts/SpkMoulinette.pl" << workPath + "lblLocalSegmentation/" + m_baseName + ".lbl" << workPath + "rttmTmp/" + m_baseName + ".rttm"; + process.start(program, arguments); + process.waitForFinished(); + arguments.clear(); + + // evaluating hypotheses + program = "perl "; + args = workPath + "scripts/md-eval-v21.pl" + " -af -m -1 -c 0.25 -r " + workPath + "data/ref/seg/" + m_baseName + ".rttm" + " -s " + workPath + "rttmTmp/" + m_baseName + ".rttm" + " -u " + workPath + "data/ref/local/" + m_baseName + ".uem > " + workPath + "score/local/" + m_baseName + ".nistres"; + out = std::system(qPrintable(program + args)); + + return true; +} + +bool MovieAnalyzer::globalSpkDiar(const QString &baseName) +{ + UtteranceTree tree; // dendogram corresponding to global clustering + QList> partition; // selected partition of the tree + QList> spkFeatures; // speakers references and weights + qreal weight; + QMap spkWeight; + QString speaker; + + m_baseName = baseName; + + // weighting speakers + QMap>>::const_iterator it = m_utterances.begin(); + + while (it != m_utterances.end()) { + + speaker = it.key(); + QList> utterances = it.value(); + + spkWeight[speaker] = 0.0; + + for (int i(0); i < utterances.size(); i++) + spkWeight[speaker] += utterances[i].second - utterances[i].first; + + it++; + } + + // setting features + it = m_utterances.begin(); + spkFeatures.clear(); + + while (it != m_utterances.end()) { + + speaker = it.key(); + weight = spkWeight[speaker]; + spkFeatures.push_back(QPair(m_speakers.indexOf(speaker), weight)); + + it++; + } + + // sending parameters to tree monitor + m_treeMonitor = new SpkDiarMonitor(900, 300, true); + m_treeMonitor->setDiarData(E, Sigma, CovW); + m_treeMonitor->setSpeakers(m_speakers, spkWeight); + m_treeMonitor->getCurrentPattern(spkFeatures); + m_treeMonitor->show(); + + // receiving playing signal from dendogram widget + connect(m_treeMonitor, SIGNAL(playSub(QList)), this, SLOT(playSpeakers(QList))); + + // get partition for default parameters + connect(m_treeMonitor, SIGNAL(setSpeakerPartition(QList>)), this, SLOT(setSpeakerPartition(QList>))); + + // sending scores obtained to diarization monitor + connect(this, SIGNAL(setLocalDer(const QString &)), m_treeMonitor, SLOT(setLocalDer(const QString &))); + connect(this, SIGNAL(setGlobalDer(const QString &)), m_treeMonitor, SLOT(setGlobalDer(const QString &))); + + m_treeMonitor->exportResults(); + + return true; +} + +bool MovieAnalyzer::localSpkDiarBaseline(QMap>> shotPatterns, QList> subBound, QMap>> shotUtterances, QMap>> strictShotPattBound, const QString &baseName) +{ + QMap>>::const_iterator it = shotPatterns.begin(); + QString patternLabel; + QString currSpk; + QStringList labelList; + QString firstLabel; + QString secondLabel; + qreal uttStart; + qreal uttEnd; + QPair patternShots; + QString workPath("spkDiarization/"); + QProcess process; + QString program; + QStringList arguments; + QString args; + int out; + + m_baseName = baseName; + + // output file + QString fName = workPath + "lblLocalSegmentation/" + m_baseName + ".lbl"; + + QFile lblFile(fName); + + if (!lblFile.open(QIODevice::WriteOnly | QIODevice::Text)) + return false; + + QTextStream lblOut(&lblFile); + + // looping over shot patterns + while (it != shotPatterns.end()) { + + // current pattern label + patternLabel = it.key(); + + // pattern boundaries + QList> shotPattBound = strictShotPattBound[patternLabel]; + + // retrieving each pattern part + labelList = patternLabel.split("_"); + firstLabel = labelList[0]; + secondLabel = labelList[1]; + + // remove additional characters + QRegularExpression openPar(QRegularExpression::escape("(")); + QRegularExpression closePar(QRegularExpression::escape(")")); + + firstLabel.replace(openPar, ""); + firstLabel.replace(closePar, ""); + secondLabel.replace(openPar, ""); + secondLabel.replace(closePar, ""); + + // equivalent shots in each pattern part + patternShots.first = firstLabel.split("|"); + patternShots.second = secondLabel.split("|"); + + // looping over pattern utterances + QList> utterances = it.value(); + + for (int i(0); i < utterances.size(); i++) { + + int uttIdx = utterances[i].first; + + // adjusting utterance boundaries to shot pattern ones + QPair pair = adjustSubBoundaries(subBound[uttIdx].first, subBound[uttIdx].second, shotPattBound); + uttStart = static_cast(pair.first) / 1000.0; + uttEnd = static_cast(pair.second) / 1000.0; + + // labelling current utterance according to the corresponding shot + bool found(false); + + int j(0); + + while (j < patternShots.first.size() && !found) { + if (shotUtterances[patternShots.first[j]].contains(utterances[i])) { + currSpk = patternLabel + "_S0"; + found = true; + } + j++; + } + + j = 0; + while (j < patternShots.second.size() && !found) { + if (shotUtterances[patternShots.second[j]].contains(utterances[i])) { + currSpk = patternLabel + "_S1"; + found = true; + } + j++; + } + + lblOut << uttStart << " " << uttEnd << " " << currSpk << endl; + + emit setSpeaker(static_cast(uttStart * 1000), + static_cast(uttEnd * 1000), + currSpk, + VideoFrame::Hyp1); + } + + it++; + } + + // converting hypotheses .lbl file into .rttm one + program = "perl"; + arguments << workPath + "scripts/SpkMoulinette.pl" << workPath + "lblLocalSegmentation/" + m_baseName + ".lbl" << workPath + "rttmTmp/" + m_baseName + ".rttm"; + process.start(program, arguments); + process.waitForFinished(); + arguments.clear(); + + // evaluating hypotheses + program = "perl "; + args = workPath + "scripts/md-eval-v21.pl" + " -af -m -1 -c 0.25 -r " + workPath + "data/ref/seg/" + m_baseName + ".rttm" + " -s " + workPath + "rttmTmp/" + m_baseName + ".rttm" + " -u " + workPath + "data/ref/local/" + m_baseName + ".uem > " + workPath + "score/local/" + m_baseName + ".nistres"; + out = std::system(qPrintable(program + args)); + + return true; +} + +QVector MovieAnalyzer::splitImage(const Mat &frame, int nVBlock, int nHBlock) +{ + QVector blocks; + int blockVSize(frame.rows / nVBlock); + int blockHSize(frame.cols / nHBlock); + int width(0); + int height(0); + + for (int i(0); i < frame.rows; i += blockVSize) { + height = (i + blockVSize > frame.rows) ? (frame.rows - i) : blockVSize; + for (int j(0); j < frame.cols; j += blockHSize) { + width = (j + blockHSize > frame.cols) ? (frame.cols - j) : blockHSize; + blocks.push_back(frame(Rect(j, i, width, height))); + } + } + + return blocks; +} + +qreal MovieAnalyzer::meanDistance(const QVector &distance) +{ + qreal sum(0.0); + + for (int i(0); i < distance.size(); i++) + sum += abs(1 - distance[i]); + + return 1 - sum / distance.size(); +} + +/////////////////////// +// auxiliary methods // +/////////////////////// + +void MovieAnalyzer::setDiarData(const arma::mat &E, const arma::mat &Sigma, const arma::mat &W) +{ + this->E = E; + this->Sigma = Sigma; + this->CovW = W; +} + +void MovieAnalyzer::setDiarData(const arma::mat &E, const arma::mat &Sigma, const arma::mat &W, QMap>> speakers) +{ + setDiarData(E, Sigma, W); + m_utterances = speakers; + + QMap>>::const_iterator it = m_utterances.begin(); + + m_speakers.clear(); + while (it != m_utterances.end()) { + m_speakers.push_back(it.key()); + it++; + } +} + +void MovieAnalyzer::normalize(UtteranceTree::DistType dist) +{ + qreal normFac; + + for (arma::uword i(0); i < E.n_rows; i++) { + + switch (dist) { + + case UtteranceTree::L2: + normFac = arma::as_scalar(E.row(i) * E.row(i).t()); + break; + + case UtteranceTree::Mahal: + normFac = arma::as_scalar(E.row(i) * CovInv * E.row(i).t()); + break; + } + + E.row(i) = E.row(i) / normFac; + } +} + +QPair MovieAnalyzer::adjustSubBoundaries(qint64 subStart, qint64 subEnd, QList> shotPattBound) +{ + bool found(false); + int i(0); + + while (i < shotPattBound.size() && !found) { + + // truncate utterance at the beginning + if (subStart < shotPattBound[i].first && subEnd > shotPattBound[i].first) { + subStart = shotPattBound[i].first; + found = true; + } + + // utterance included in shot + else if (subStart >= shotPattBound[i].first && subEnd <= shotPattBound[i].second) + found = true; + + // truncate utterance at the end + else if (subStart < shotPattBound[i].second && subEnd > shotPattBound[i].second) { + subEnd = shotPattBound[i].second; + found = true; + } + i++; + } + + return QPair(subStart, subEnd); +} + +/////////// +// slots // +/////////// + +void MovieAnalyzer::setSpeakerPartition(QList> partition) +{ + QString speaker; + QList> utterances; + QString workPath("spkDiarization/"); + QProcess process; + QString program; + QStringList arguments; + QString args; + int out; + + QString fName = workPath + "lblGlobalSegmentation/" + m_baseName; + + QFile lblFile(fName + ".lbl"); + + if (!lblFile.open(QIODevice::WriteOnly | QIODevice::Text)) + return; + + QTextStream lblOut(&lblFile); + + // looping over the partition elements + for (int i(0); i < partition.size(); i++) { + QList part = partition[i]; + + // looping over each part + for (int j(0); j < part.size(); j++) { + speaker = m_speakers[part[j]]; + utterances = m_utterances[speaker]; + + // looping over the utterances of each speaker + for (int k(0); k < utterances.size(); k++) { + lblOut << utterances[k].first << " " << utterances[k].second << " " << ("S" + QString::number(i)) << endl; + emit setSpeaker(static_cast(utterances[k].first * 1000), + static_cast(utterances[k].second * 1000), + "S" + QString::number(i), + VideoFrame::Hyp1); + } + } + } + + // converting hypotheses .lbl file into .rttm one + program = "perl"; + arguments << workPath + "scripts/SpkMoulinette.pl" << workPath + "lblGlobalSegmentation/" + m_baseName + ".lbl" << workPath + "rttmTmp/" + m_baseName + ".rttm"; + process.start(program, arguments); + process.waitForFinished(); + arguments.clear(); + + // evaluating hypotheses + program = "perl "; + args = workPath + "scripts/md-eval-v21.pl" + " -af -m -1 -c 0.25 -r " + workPath + "data/ref/local/" + m_baseName + ".rttm" + " -s " + workPath + "rttmTmp/" + m_baseName + ".rttm" + " -u " + workPath + "data/ref/local/" + m_baseName + ".uem > " + workPath + "score/global/" + m_baseName + ".nistres"; + out = std::system(qPrintable(program + args)); + + // retrieving local and global DER + emit setLocalDer(retrieveDer(workPath + "score/local/" + m_baseName + ".nistres")); + emit setGlobalDer(retrieveDer(workPath + "score/global/" + m_baseName + ".nistres")); + + // removing files + QFile::remove(workPath + "lblLocalSegmentation/" + m_baseName + ".lbl"); + QFile::remove(workPath + "lblGlobalSegmentation/" + m_baseName + ".lbl"); + QFile::remove(workPath + "rttmTmp/" + m_baseName + ".rttm"); +} + +void MovieAnalyzer::playSpeakers(QList speakers) +{ + QList> utterances; + QList> segments; + QString speaker; + + for (int i(0); i < speakers.size(); i++) { + speaker = m_speakers[speakers[i]]; + utterances = m_utterances[speaker]; + + for (int j(0); j < utterances.size(); j++) + segments.push_back(QPair(utterances[j].first * 1000, utterances[j].second * 1000)); + } + + emit playSegments(segments); +} + +QString MovieAnalyzer::retrieveDer(const QString fName) +{ + QRegularExpression score("OVERALL SPEAKER DIARIZATION ERROR = (\\d{2}.\\d{2})"); + QFile file(fName); + + if (!file.open(QIODevice::ReadOnly | QIODevice::Text)) + return "00.00"; + + QTextStream in(&file); + + // parsing score file + while (!in.atEnd()) { + QString line = in.readLine(); + QRegularExpressionMatch match = score.match(line); + + if (match.hasMatch()) + return match.captured(1); + } + + return "00.00"; +} diff --git a/MovieAnalyzer.h b/MovieAnalyzer.h new file mode 100644 index 0000000..01ddfb4 --- /dev/null +++ b/MovieAnalyzer.h @@ -0,0 +1,74 @@ +#ifndef MOVIEANALYZER_H +#define MOVIEANALYZER_H + +#include +#include +#include +#include + +#include +#include + +#include + +#include "VideoFrameProcessor.h" +#include "VideoFrame.h" +#include "Segment.h" +#include "UtteranceTree.h" +#include "SpkDiarMonitor.h" + +class MovieAnalyzer: public QWidget +{ + Q_OBJECT + + public: + MovieAnalyzer(QWidget *parent = 0); + ~MovieAnalyzer(); + bool extractVideoFrames(const QString &fName); + bool extractShots(const QString &fName, int histoType, int nVBins, int nHBins, int nSBins, int metrics, qreal threshold1, qreal threshold2, int nVBlock, int nHBlock, bool viewProgress = true); + bool labelSimilarShots(QString fName, int histoType, int nVBins, int nHBins, int nSBins, int metrics, qreal maxDist, int windowSize, const QList &shotPositions, int nVBlock, int nHBlock, bool viewProgress); + QList getTruePositive() const; + bool localSpkDiar(QList> subBound, QMap>> shotPatterns, QMap>> strictShotPattBound, UtteranceTree::DistType dist, bool norm, UtteranceTree::AgrCrit agr, UtteranceTree::PartMeth partMeth, bool weight, bool sigma, const QString &baseName); + bool localSpkDiarBaseline(QMap>> shotPatterns, QList> subBound, QMap>> shotUtterances, QMap>> strictShotPattBound, const QString &baseName); + bool globalSpkDiar(const QString &baseName); + + public slots: + void setSpeakerPartition(QList> partition); + void setDiarData(const arma::mat &E, const arma::mat &Sigma, const arma::mat &W); + void setDiarData(const arma::mat &E, const arma::mat &Sigma, const arma::mat &W, QMap>> speakers); + void playSpeakers(QList speakers); + + signals: + void setResolution(const QSize &resolution); + void setFps(qreal fps); + void appendVideoFrame(int id, qint64 position); + void insertShot(qint64 position, Segment::Source source); + void labelSimShot(qint64 position, int nCamera, Segment::Source source); + void setSpeaker(qint64 start, qint64 end, const QString &speaker, VideoFrame::SpeakerSource source); + void playSegments(QList> segments); + void setLocalDer(const QString &score); + void setGlobalDer(const QString &score); + + private: + bool isNewShot() const; + QVector splitImage(const cv::Mat &frame, int nVBlock, int nHBlock); + qreal meanDistance(const QVector &distance); + void normalize(UtteranceTree::DistType dist); + QPair adjustSubBoundaries(qint64 subStart, qint64 subEnd, QList> shotPattBound); + QString retrieveDer(const QString fName); + + SpkDiarMonitor *m_treeMonitor; + cv::VideoCapture m_cap; + VideoFrameProcessor *m_processor; + QVector m_prevLocHisto; + cv::Mat m_prevGlobHisto; + arma::mat E; + arma::mat CovInv; + arma::mat Sigma; + arma::mat CovW; + QMap>> m_utterances; + QList m_speakers; + QString m_baseName; +}; + +#endif diff --git a/MovieMonitor.cpp b/MovieMonitor.cpp new file mode 100644 index 0000000..7738f5a --- /dev/null +++ b/MovieMonitor.cpp @@ -0,0 +1,203 @@ +#include +#include +#include + +#include "Convert.h" +#include "MovieMonitor.h" + +#include + +using namespace std; +using namespace cv; + +MovieMonitor::MovieMonitor(QWidget *parent) + : QWidget(parent) +{ + int windowWidth(480); + + m_histoMonitor = new HistoMonitor; + m_segmentMonitor = new SegmentMonitor; + m_speakersMonitor = new SpeakersMonitor; + m_spkDiarMonitor = new SpkDiarMonitor; + + m_scrollArea = new QScrollArea; + m_scrollArea->setWidget(m_segmentMonitor); + m_scrollArea->setFixedSize(windowWidth, 150); + + m_segmentSlider = new QSlider(Qt::Horizontal); + m_segmentSlider->setMinimum(windowWidth); + m_segmentSlider->setMaximum(200000); + m_segmentSlider->setValue(75000); + + QVBoxLayout *layout = new QVBoxLayout; + layout->addWidget(m_histoMonitor); + layout->addWidget(m_segmentSlider); + layout->addWidget(m_scrollArea); + layout->addWidget(m_speakersMonitor); + layout->addWidget(m_spkDiarMonitor); + setLayout(layout); + + m_histoMonitor->hide(); + m_segmentSlider->hide(); + m_scrollArea->hide(); + m_spkDiarMonitor->hide(); + + connect(this, SIGNAL(grabSpokenFrame(qint64, const QString &, const QString &)), m_segmentMonitor, SLOT(processSpokenFrame(qint64, const QString &, const QString &))); + connect(this, SIGNAL(grabShot(Segment *)), m_segmentMonitor, SLOT(processShot(Segment *))); + connect(this, SIGNAL(segmentationGrabbed()), m_segmentMonitor, SLOT(segmentationRetrieved())); + connect(this, SIGNAL(updatePosition(qint64)), m_segmentMonitor, SLOT(positionChanged(qint64))); + connect(this, SIGNAL(updateDuration(qint64)), m_segmentMonitor, SLOT(updateDuration(qint64))); + connect(m_segmentSlider, SIGNAL(valueChanged(int)), m_segmentMonitor, SLOT(setWidth(int))); + connect(this, SIGNAL(speakersRetrieved(QList)), m_speakersMonitor, SLOT(speakersRetrieved(QList))); + connect(this, SIGNAL(updatePosition(qint64)), m_speakersMonitor, SLOT(positionChanged(qint64))); + connect(m_segmentMonitor, SIGNAL(playSegments(QList>)), this, SLOT(playSegments(QList>))); + connect(m_segmentMonitor, SIGNAL(setSpeaker(qint64, qint64, const QString &, VideoFrame::SpeakerSource)), this, SLOT(setSpeaker(qint64, qint64, const QString &, VideoFrame::SpeakerSource))); + connect(m_segmentMonitor, SIGNAL(resetSpeaker(qint64, qint64, qint64, qint64, bool, VideoFrame::SpeakerSource)), this, SLOT(resetSpeaker(qint64, qint64, qint64, qint64, bool, VideoFrame::SpeakerSource))); + connect(this, SIGNAL(initDiarData(const arma::mat &, const arma::mat &, const arma::mat)), m_spkDiarMonitor, SLOT(setDiarData(const arma::mat &, const arma::mat &, const arma::mat))); + connect(m_spkDiarMonitor, SIGNAL(playSub(QList)), this, SLOT(playSub(QList))); + connect(this, SIGNAL(releasePosition(bool)), m_spkDiarMonitor, SLOT(releasePosition(bool))); +} + +/////////// +// slots // +/////////// + +void MovieMonitor::showHisto(bool dispHist) +{ + if (dispHist) { + m_histoMonitor->show(); + connect(this, SIGNAL(processMat(const cv::Mat &)), m_histoMonitor, SLOT(processMat(const cv::Mat &))); + } + else { + m_histoMonitor->hide(); + disconnect(this, SIGNAL(processMat(const cv::Mat &)), m_histoMonitor, SLOT(processMat(const cv::Mat &))); + } +} + +void MovieMonitor::processFrame(QVideoFrame frame) +{ + Mat bgrMat = Convert::fromYuvToBgrMat(frame); + emit processMat(bgrMat); +} + +void MovieMonitor::viewSegmentation(bool checked, bool annot) +{ + if (checked || annot) { + m_segmentMonitor->setWidth(m_segmentSlider->value()); + m_segmentMonitor->setAnnotMode(annot); + m_segmentSlider->show(); + m_scrollArea->show(); + } + else { + m_segmentMonitor->reset(); + m_scrollArea->hide(); + m_segmentSlider->hide(); + } +} + +void MovieMonitor::viewSpeakers(bool checked) +{ + if (checked) + m_speakersMonitor->show(); + else + m_speakersMonitor->hide(); +} + +void MovieMonitor::viewUtteranceTree(bool checked) +{ + if (checked) { + connect(this, SIGNAL(getCurrentPattern(const QList> &)), m_spkDiarMonitor, SLOT(getCurrentPattern(const QList> &))); + connect(this, SIGNAL(getPatternFirstShot(const QList> &)), m_spkDiarMonitor, SLOT(getPatternFirstShot(const QList> &))); + connect(this, SIGNAL(getPatternSecondShot(const QList> &)), m_spkDiarMonitor, SLOT(getPatternSecondShot(const QList> &))); + connect(this, SIGNAL(currentSubtitle(int)), m_spkDiarMonitor, SLOT(currentSubtitle(int))); + m_spkDiarMonitor->show(); + } + else { + disconnect(this, SIGNAL(getCurrentPattern(const QList> &)), m_spkDiarMonitor, SLOT(getCurrentPattern(const QList> &))); + disconnect(this, SIGNAL(getPatternFirstShot(const QList> &)), m_spkDiarMonitor, SLOT(getPatternFirstShot(const QList> &))); + disconnect(this, SIGNAL(getPatternSecondShot(const QList> &)), m_spkDiarMonitor, SLOT(getPatternSecondShot(const QList> &))); + disconnect(this, SIGNAL(currentSubtitle(int)), m_spkDiarMonitor, SLOT(currentSubtitle(int))); + m_spkDiarMonitor->hide(); + } +} + +void MovieMonitor::setDiarData(const arma::mat &E, const arma::mat &Sigma, const arma::mat &W) +{ + emit initDiarData(E, Sigma, W); +} + +void MovieMonitor::grabCurrentPattern(const QList> &subFeatures) +{ + emit getCurrentPattern(subFeatures); +} + +void MovieMonitor::grabPatternFirstShot(const QList> &subFeatures) +{ + emit getPatternFirstShot(subFeatures); +} + +void MovieMonitor::grabPatternSecondShot(const QList> &subFeatures) +{ + emit getPatternSecondShot(subFeatures); +} + +void MovieMonitor::getShot(Segment *shot) +{ + emit grabShot(shot); +} + +void MovieMonitor::segmentationRetrieved() +{ + emit segmentationGrabbed(); +} + +void MovieMonitor::speakersGrabbed(QList speakers) +{ + emit speakersRetrieved(speakers); +} + +void MovieMonitor::getSpokenFrame(qint64 position, const QString &text, const QString &speaker) +{ + emit grabSpokenFrame(position, text, speaker); +} + +void MovieMonitor::positionChanged(qint64 position) +{ + m_scrollArea->horizontalScrollBar()->setValue(position * m_segmentMonitor->getRatio() - m_scrollArea->width() / 2); + emit updatePosition(position); +} + +void MovieMonitor::playSegments(QList> utterances) +{ + emit playbackSegments(utterances); +} + +void MovieMonitor::durationChanged(qint64 duration) +{ + emit updateDuration(duration); +} + +void MovieMonitor::setSpeaker(qint64 start, qint64 end, const QString &speaker, VideoFrame::SpeakerSource source) +{ + emit newSpeaker(start, end, speaker, source); +} + +void MovieMonitor::resetSpeaker(qint64 prevStart, qint64 prevEnd, qint64 start, qint64 end, bool resetSub, VideoFrame::SpeakerSource source) +{ + emit renewSpeaker(prevStart, prevEnd, start, end, resetSub, source); +} + +void MovieMonitor::playSub(QList utter) +{ + emit playSubtitle(utter); +} + +void MovieMonitor::currSubtitle(int subIdx) +{ + emit currentSubtitle(subIdx); +} + +void MovieMonitor::releasePos(bool released) +{ + emit releasePosition(released); +} diff --git a/MovieMonitor.h b/MovieMonitor.h new file mode 100644 index 0000000..d91c699 --- /dev/null +++ b/MovieMonitor.h @@ -0,0 +1,77 @@ +#ifndef MOVIEMONITOR_H +#define MOVIEMONITOR_H + +#include +#include +#include +#include + +#include + +#include + +#include "HistoMonitor.h" +#include "SegmentMonitor.h" +#include "SpeakersMonitor.h" +#include "SpkDiarMonitor.h" + +class MovieMonitor: public QWidget +{ + Q_OBJECT + + public: + MovieMonitor(QWidget *parent = 0); + + public slots: + void processFrame(QVideoFrame frame); + void showHisto(bool dispHist); + void viewSegmentation(bool checked, bool annot); + void viewSpeakers(bool checked); + void viewUtteranceTree(bool checked); + void setDiarData(const arma::mat &E, const arma::mat &Sigma, const arma::mat &W); + void grabCurrentPattern(const QList> &subFeatures); + void grabPatternFirstShot(const QList> &subFeatures); + void grabPatternSecondShot(const QList> &subFeatures); + void getShot(Segment *shot); + void segmentationRetrieved(); + void getSpokenFrame(qint64 position, const QString &text, const QString &speaker); + void positionChanged(qint64 position); + void playSegments(QList> utterances); + void durationChanged(qint64 duration); + void setSpeaker(qint64 start, qint64 end, const QString &speaker, VideoFrame::SpeakerSource source); + void resetSpeaker(qint64 prevStart, qint64 prevEnd, qint64 start, qint64 end, bool sub, VideoFrame::SpeakerSource source); + void speakersGrabbed(QList speakers); + void playSub(QList utter); + void currSubtitle(int subIdx); + void releasePos(bool released); + + signals: + void processMat(const cv::Mat &bgrMat); + void grabShot(Segment *shot); + void shotsGrabbed(); + void grabSpokenFrame(qint64 position, const QString &text, const QString &speaker); + void segmentationGrabbed(); + void updatePosition(qint64 position); + void playbackSegments(QList> utterances); + void updateDuration(qint64 duration); + void newSpeaker(qint64 start, qint64 end, const QString &speaker, VideoFrame::SpeakerSource source); + void renewSpeaker(qint64 prevStart, qint64 prevEnd, qint64 start, qint64 end, bool resetSub, VideoFrame::SpeakerSource source); + void speakersRetrieved(QList speakers); + void initDiarData(const arma::mat &E, const arma::mat &Sigma, const arma::mat &W); + void getCurrentPattern(const QList> &subFeatures); + void getPatternFirstShot(const QList> &subFeatures); + void getPatternSecondShot(const QList> &subFeatures); + void playSubtitle(QList utter); + void currentSubtitle(int subIdx); + void releasePosition(bool released); + + private: + HistoMonitor *m_histoMonitor; + SegmentMonitor *m_segmentMonitor; + SpeakersMonitor *m_speakersMonitor; + SpkDiarMonitor *m_spkDiarMonitor; + QScrollArea *m_scrollArea; + QSlider *m_segmentSlider; +}; + +#endif diff --git a/NewProjectDialog.cpp b/NewProjectDialog.cpp new file mode 100644 index 0000000..83af714 --- /dev/null +++ b/NewProjectDialog.cpp @@ -0,0 +1,147 @@ +#include +#include +#include +#include +#include +#include +#include +#include + +#include "NewProjectDialog.h" + +///////////////// +// constructor // +///////////////// + +NewProjectDialog::NewProjectDialog(QWidget *parent, QString const &projectName, QString const &seriesName): QDialog(parent) +{ + QLabel *projectNameLabel = new QLabel(tr("Project name *")); + QLabel *seriesNameLabel = new QLabel(tr("Series name *")); + QLabel *seasNbrLabel = new QLabel(tr("Season number")); + QLabel *epNbrLabel = new QLabel(tr("Episode number")); + QLabel *epNameLabel = new QLabel(tr("Episode name (optional)")); + QLabel *epFNameLabel = new QLabel(tr("Associated file *")); + + m_projectNameLE = new QLineEdit; + m_seriesNameLE = new QLineEdit; + m_seasNbrSB = new QSpinBox; + m_epNbrSB = new QSpinBox; + m_epNameLE = new QLineEdit; + m_epFNameLE = new QLineEdit; + + QPushButton *browseButton = new QPushButton("..."); + QDialogButtonBox *buttonBox = new QDialogButtonBox(QDialogButtonBox::Ok + | QDialogButtonBox::Cancel); + + m_seasNbrSB->setMinimum(1); + m_seasNbrSB->setMaximum(20); + m_epNbrSB->setMinimum(1); + m_epNbrSB->setMaximum(20); + + if (!projectName.isEmpty()) { + m_projectNameLE->setText(projectName); + m_projectNameLE->setEnabled(false); + m_seriesNameLE->setText(seriesName); + m_seriesNameLE->setEnabled(false); + setWindowTitle(tr("Append Project")); + } + else + setWindowTitle(tr("New Project")); + + m_epFNameLE->setEnabled(false); + + QGridLayout *gridLayout = new QGridLayout; + + gridLayout->addWidget(projectNameLabel, 0, 0); + gridLayout->addWidget(m_projectNameLE, 0, 1); + gridLayout->addWidget(seriesNameLabel, 1, 0); + gridLayout->addWidget(m_seriesNameLE, 1, 1); + gridLayout->addWidget(seasNbrLabel, 2, 0); + gridLayout->addWidget(m_seasNbrSB, 2, 1); + gridLayout->addWidget(epNbrLabel, 3, 0); + gridLayout->addWidget(m_epNbrSB, 3, 1); + gridLayout->addWidget(epNameLabel, 4, 0); + gridLayout->addWidget(m_epNameLE, 4, 1); + gridLayout->addWidget(epFNameLabel, 5, 0); + gridLayout->addWidget(m_epFNameLE, 5, 1); + gridLayout->addWidget(browseButton, 5, 2); + + QWidget *gridWidget = new QWidget; + gridWidget->setLayout(gridLayout); + + QVBoxLayout *vLayout = new QVBoxLayout; + vLayout->addWidget(gridWidget); + vLayout->addWidget(buttonBox); + + setLayout(vLayout); + + connect(browseButton, SIGNAL(clicked()), this, SLOT(setMovieFName())); + connect(buttonBox, SIGNAL(accepted()), this, SLOT(checkForm())); + connect(buttonBox, SIGNAL(rejected()), this, SLOT(reject())); +} + +//////////////// +// destructor // +//////////////// + +NewProjectDialog::~NewProjectDialog() +{ +} + +/////////////// +// accessors // +/////////////// + +QString NewProjectDialog::getProjectName() const +{ + return m_projectName; +} + +QString NewProjectDialog::getSeriesName() const +{ + return m_seriesName; +} + +QString NewProjectDialog::getEpName() const +{ + return m_epName; +} + +QString NewProjectDialog::getEpFName() const +{ + return m_epFName; +} + +int NewProjectDialog::getSeasNbr() const +{ + return m_seasNbr; +} + +int NewProjectDialog::getEpNbr() const +{ + return m_epNbr; +} + +/////////// +// slots // +/////////// + +void NewProjectDialog::setMovieFName() +{ + m_epFName = QFileDialog::getOpenFileName(this, tr("Open Movie"), QString(), tr("Movie Files (*.m4v *.mp4 *.mov *.avi)")); + + m_epFNameLE->setText(m_epFName); +} + +void NewProjectDialog::checkForm() +{ + m_projectName = m_projectNameLE->text(); + m_seriesName = m_seriesNameLE->text(); + m_seasNbr = m_seasNbrSB->value(); + m_epNbr = m_epNbrSB->value(); + m_epName = m_epNameLE->text(); + m_epFName = m_epFNameLE->text(); + + if (!m_projectName.isEmpty() && !m_seriesName.isEmpty() && !m_epFName.isEmpty()) + accept(); +} diff --git a/NewProjectDialog.h b/NewProjectDialog.h new file mode 100644 index 0000000..c3beb87 --- /dev/null +++ b/NewProjectDialog.h @@ -0,0 +1,42 @@ +#ifndef NEWPROJECTDIALOG_H +#define NEWPROJECTDIALOG_H + +#include +#include +#include +#include + +class NewProjectDialog: public QDialog +{ + Q_OBJECT + + public: + NewProjectDialog(QWidget *parent = 0, QString const &projectName = QString(), QString const &seriesName = QString()); + ~NewProjectDialog(); + QString getProjectName() const; + QString getSeriesName() const; + QString getEpName() const; + QString getEpFName() const; + int getSeasNbr() const; + int getEpNbr() const; + + public slots: + void setMovieFName(); + void checkForm(); + + private: + QString m_projectName; + QString m_seriesName; + QString m_epName; + QString m_epFName; + int m_seasNbr; + int m_epNbr; + QLineEdit *m_projectNameLE; + QLineEdit *m_seriesNameLE; + QSpinBox *m_seasNbrSB; + QSpinBox *m_epNbrSB; + QLineEdit *m_epFNameLE; + QLineEdit *m_epNameLE; +}; + +#endif diff --git a/PlayerControls.cpp b/PlayerControls.cpp new file mode 100644 index 0000000..717708f --- /dev/null +++ b/PlayerControls.cpp @@ -0,0 +1,200 @@ +#include +#include +#include +#include + +#include "PlayerControls.h" + +///////////////// +// constructor // +///////////////// + +PlayerControls::PlayerControls(QWidget *parent) + : QWidget(parent), + playerState(QMediaPlayer::StoppedState), + m_isMuted(false) +{ + m_durationSlider = new QSlider(Qt::Horizontal); + connect(m_durationSlider, SIGNAL(sliderMoved(int)), this, SLOT(sliderMoved(int))); + + m_currentTimeLabel = new QLabel("--:--"); + QLabel *separatorLabel = new QLabel("/"); + m_durationLabel = new QLabel("--:--"); + + QToolButton *previousButton = new QToolButton(this); + previousButton->setIcon(style()->standardIcon(QStyle::SP_MediaSkipBackward)); + + m_playButton = new QToolButton; + m_playButton->setIcon(style()->standardIcon(QStyle::SP_MediaPlay)); + connect(m_playButton, SIGNAL(clicked()), this, SLOT(playClicked())); + + QToolButton *nextButton = new QToolButton(this); + nextButton->setIcon(style()->standardIcon(QStyle::SP_MediaSkipForward)); + + QToolButton *stopButton = new QToolButton; + stopButton->setIcon(style()->standardIcon(QStyle::SP_MediaStop)); + connect(stopButton, SIGNAL(clicked()), this, SLOT(stopClicked())); + + m_muteButton = new QToolButton; + m_muteButton->setIcon(style()->standardIcon(QStyle::SP_MediaVolume)); + connect(m_muteButton, SIGNAL(clicked()), this, SLOT(switchMuted())); + + QLabel *rateMult = new QLabel("x"); + m_rateBox = new QComboBox; + m_rateBox->addItem("0.25"); + m_rateBox->addItem("0.5"); + m_rateBox->addItem("1.0"); + m_rateBox->addItem("2.0"); + m_rateBox->addItem("4.0"); + m_rateBox->setCurrentIndex(2); + connect(m_rateBox, SIGNAL(currentTextChanged(const QString&)), this, SLOT(rateChanged(const QString&))); + + QHBoxLayout *durationLayout = new QHBoxLayout; + durationLayout->addWidget(m_durationSlider); + durationLayout->addWidget(m_currentTimeLabel); + durationLayout->addWidget(separatorLabel); + durationLayout->addWidget(m_durationLabel); + + QHBoxLayout *buttonBarLayout = new QHBoxLayout; + buttonBarLayout->addWidget(previousButton); + buttonBarLayout->addWidget(m_playButton); + buttonBarLayout->addWidget(nextButton); + buttonBarLayout->addWidget(stopButton); + buttonBarLayout->addWidget(m_muteButton); + buttonBarLayout->addWidget(m_durationSlider); + buttonBarLayout->addWidget(m_durationLabel); + buttonBarLayout->addWidget(m_rateBox); + buttonBarLayout->addWidget(rateMult); + + QVBoxLayout *controlsLayout = new QVBoxLayout; + controlsLayout->addLayout(durationLayout); + controlsLayout->addLayout(buttonBarLayout); + + setLayout(controlsLayout); +} + +//////////////// +// destructor // +//////////////// + +PlayerControls::~PlayerControls() +{ +} + +void PlayerControls::reset() +{ + m_currentTimeLabel->setText("--:--"); + m_durationLabel->setText("--:--"); + setEnabled(false); +} + +///////////////////////////////////////// +// public slots in reaction to signals // +// emitted by the player // +///////////////////////////////////////// + +void PlayerControls::durationChanged(qint64 duration) +{ + QString tStr; + + m_durationSlider->setMaximum(duration); + + duration /= 1000; + QTime totalTime(duration / 3600, (duration / 60) % 60, duration % 60); + + if (duration > 3600) + m_timeFormat = "hh:mm:ss"; + else + m_timeFormat = "mm:ss"; + + tStr = totalTime.toString(m_timeFormat); + m_durationLabel->setText(tStr); +} + +void PlayerControls::positionChanged(qint64 position) +{ + QString tStr; + + m_durationSlider->setSliderPosition(position); + + position /= 1000; + QTime currentTime((position / 3600) % 60, (position / 60) % 60, position % 60); + tStr = currentTime.toString(m_timeFormat); + m_currentTimeLabel->setText(tStr); +} + +void PlayerControls::mediaStatusChanged(QMediaPlayer::MediaStatus status) +{ + if (status == QMediaPlayer::EndOfMedia) + stopClicked(); +} + +//////////////////////////////// +// private slots used to emit // +// signals to the player // +//////////////////////////////// + +void PlayerControls::playClicked() +{ + if (playerState == QMediaPlayer::StoppedState || playerState == QMediaPlayer::PausedState) { + emit play(); + m_playButton->setIcon(style()->standardIcon(QStyle::SP_MediaPause)); + playerState = QMediaPlayer::PlayingState; + } + else { + emit pause(); + m_playButton->setIcon(style()->standardIcon(QStyle::SP_MediaPlay)); + playerState = QMediaPlayer::PausedState; + } +} + +void PlayerControls::stopClicked() +{ + m_playButton->setIcon(style()->standardIcon(QStyle::SP_MediaPlay)); + playerState = QMediaPlayer::StoppedState; + emit stop(); + + sliderMoved(0); + + m_muteButton->setIcon(style()->standardIcon(QStyle::SP_MediaVolume)); + m_muteButton->setEnabled(true); + emit setMuted(false); + + m_rateBox->setCurrentIndex(2); + emit playbackRateChanged(1.0); +} + +void PlayerControls::switchMuted() +{ + m_isMuted = !m_isMuted; + + emit setMuted(m_isMuted); + + if (m_isMuted) + m_muteButton->setIcon(style()->standardIcon(QStyle::SP_MediaVolumeMuted)); + else + m_muteButton->setIcon(style()->standardIcon(QStyle::SP_MediaVolume)); +} + +void PlayerControls::sliderMoved(int value) +{ + positionChanged(value); + emit positionManuallyChanged(value); +} + +void PlayerControls::rateChanged(const QString &rate) +{ + qreal doubleRate = rate.toDouble(); + emit playbackRateChanged(doubleRate); + + if (doubleRate != 1.0) { + emit setMuted(true); + m_muteButton->setIcon(style()->standardIcon(QStyle::SP_MediaVolumeMuted)); + m_muteButton->setEnabled(false); + } + else { + emit setMuted(false); + m_muteButton->setIcon(style()->standardIcon(QStyle::SP_MediaVolume)); + m_muteButton->setEnabled(true); + } +} diff --git a/PlayerControls.h b/PlayerControls.h new file mode 100644 index 0000000..90076ca --- /dev/null +++ b/PlayerControls.h @@ -0,0 +1,53 @@ +#ifndef PLAYERCONTROLS_H +#define PLAYERCONTROLS_H + +#include +#include +#include +#include +#include +#include + +class PlayerControls: public QWidget +{ + Q_OBJECT + + public: + PlayerControls(QWidget *parent = 0); + ~PlayerControls(); + void reset(); + + public slots: + void durationChanged(qint64 duration); + void positionChanged(qint64 position); + void mediaStatusChanged(QMediaPlayer::MediaStatus status); + void playClicked(); + + signals: + void play(); + void pause(); + void stop(); + void setMuted(bool muted); + void positionManuallyChanged(qint64 value); + void playbackRateChanged(qreal rate); + + private slots: + + void stopClicked(); + void switchMuted(); + void sliderMoved(int value); + void rateChanged(const QString &rate); + + private: + QToolButton *m_playButton; + QToolButton *m_muteButton; + QMediaPlayer::State playerState; + bool m_isMuted; + QLabel *m_currentTimeLabel; + QLabel *m_durationLabel; + QSlider *m_durationSlider; + QComboBox *m_rateBox; + QString m_timeFormat; +}; + +#endif diff --git a/ProjectModel.cpp b/ProjectModel.cpp new file mode 100644 index 0000000..f3ebbcc --- /dev/null +++ b/ProjectModel.cpp @@ -0,0 +1,3108 @@ +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include + +#include +#include +#include + +#include "ProjectModel.h" +#include "Season.h" +#include "Scene.h" +#include "Shot.h" +#include "ResultsDialog.h" + +using namespace std; +using namespace arma; + +///////////////// +// constructor // +///////////////// + +ProjectModel::ProjectModel(QObject *parent) + : QAbstractItemModel(parent), + m_name(QString()), + m_baseName(QString()) +{ + m_series = new Series; + m_movieAnalyzer = new MovieAnalyzer; + connect(m_movieAnalyzer, SIGNAL(setResolution(const QSize &)), this, SLOT(setResolution(const QSize &))); + connect(m_movieAnalyzer, SIGNAL(setFps(qreal)), this, SLOT(setFps(qreal))); + connect(m_movieAnalyzer, SIGNAL(appendVideoFrame(int, qint64)), this, SLOT(appendVideoFrame(int, qint64))); + connect(m_movieAnalyzer, SIGNAL(insertShot(qint64, Segment::Source)), this, SLOT(insertShot(qint64, Segment::Source))); + connect(m_movieAnalyzer, SIGNAL(labelSimShot(qint64, int, Segment::Source)), this, SLOT(labelSimShot(qint64, int, Segment::Source))); + connect(m_movieAnalyzer, SIGNAL(setSpeaker(qint64, qint64, const QString &, VideoFrame::SpeakerSource)), this, SLOT(setSpeaker(qint64, qint64, const QString &, VideoFrame::SpeakerSource))); + connect(m_movieAnalyzer, SIGNAL(playSegments(QList>)), this, SLOT(playSeg(QList>))); + connect(this, SIGNAL(setDiarData(const arma::mat, const arma::mat, const arma::mat)), m_movieAnalyzer, SLOT(setDiarData(const arma::mat, const arma::mat, const arma::mat))); + connect(this, SIGNAL(setDiarData(const arma::mat, const arma::mat, const arma::mat, QMap>>)), m_movieAnalyzer, SLOT(setDiarData(const arma::mat, const arma::mat, const arma::mat, QMap>>))); +} + +//////////////// +// destructor // +//////////////// + +ProjectModel::~ProjectModel() +{ + delete m_series; +} + +///////////////////////// +// save / open methods // +///////////////////////// + +bool ProjectModel::save(const QString &fName) +{ + QFile saveFile(fName + ".json"); + // QFile saveFile(fName + ".dat"); + + if (!saveFile.open(QIODevice::WriteOnly)) { + qWarning("Couldn't open save file."); + return false; + } + + QJsonObject projObject; + projObject["name"] = m_name; + + QJsonObject seriesObject; + m_series->write(seriesObject); + projObject["series"] = seriesObject; + + QJsonDocument saveDoc(projObject); + saveFile.write(saveDoc.toJson()); + // saveFile.write(saveDoc.toBinaryData()); + + return true; +} + +bool ProjectModel::load(const QString &fName) +{ + QFile loadFile(fName); + + if (!loadFile.open(QIODevice::ReadOnly)) { + qWarning("Couldn't open save file."); + return false; + } + + QByteArray saveData = loadFile.readAll(); + + QJsonDocument loadDoc(QJsonDocument::fromJson(saveData)); + // QJsonDocument loadDoc(QJsonDocument::fromBinaryData(saveData)); + QJsonObject projObject = loadDoc.object(); + + m_name = projObject["name"].toString(); + QJsonObject seriesObject = projObject["series"].toObject(); + + m_series->read(seriesObject); + + QList subStarts; + QList subEnds; + + retrieveSubPositionsLabels(subStarts, subEnds, m_subRefLbl); + + for (int i(0); i < subStarts.size(); i++) + m_subBound.push_back(QPair(subStarts[i], subEnds[i])); + + retrieveShotUtterances(); + retrieveShotPatterns(); + + return true; +} + +////////////////////////////////////////// +// reimplementation of abstract methods // +// inherited from QAbstractItemModel // +////////////////////////////////////////// + +QModelIndex ProjectModel::index(int row, int column, const QModelIndex &parent) const +{ + if (!hasIndex(row, column, parent)) + return QModelIndex(); + + Segment *parentSegment; + + if (!parent.isValid()) + parentSegment = m_series; + else + parentSegment = static_cast(parent.internalPointer()); + + Segment *childSegment = parentSegment->child(row); + + if (childSegment ) + return createIndex(row, column, childSegment); + else + return QModelIndex(); +} + +QModelIndex ProjectModel::parent(const QModelIndex &child) const +{ + if (!child.isValid()) + return QModelIndex(); + + Segment *childSegment = static_cast(child.internalPointer()); + Segment *parentSegment = childSegment->parent(); + + if (parentSegment == m_series) + return QModelIndex(); + + return createIndex(parentSegment->row(), 0, parentSegment); +} + +int ProjectModel::rowCount(const QModelIndex &parent) const +{ + Segment *parentSegment; + + if (!parent.isValid()) + parentSegment = m_series; + else + parentSegment = static_cast(parent.internalPointer()); + + return parentSegment->childCount(); +} + +int ProjectModel::columnCount(const QModelIndex &parent) const +{ + Q_UNUSED(parent) + + return 2; +} + +QVariant ProjectModel::data(const QModelIndex &index, int role) const +{ + if (!index.isValid()) + return QVariant(); + + Segment *segment = static_cast(index.internalPointer()); + + switch (role) { + case Qt::DisplayRole: + if (index.column() == 0) + return segment->display(); + else + return segment->getFormattedPosition(); + break; + case Qt::ForegroundRole: + if (index.column() == 1) { + QBrush grayForeground(Qt::gray); + return grayForeground; + } + break; + case Qt::FontRole: + QFont font; + if (segment->getSource() == Segment::Automatic) + font.setItalic(true); + else if (segment->getSource() == Segment::Both) + font.setBold(true); + return font; + break; + } + + return QVariant(); +} + +QVariant ProjectModel::headerData(int section, Qt::Orientation orientation, int role) const +{ + if (orientation == Qt::Horizontal && role == Qt::DisplayRole && section == 0) + return m_series->display(); + + return QVariant(); +} + +Qt::ItemFlags ProjectModel::flags(const QModelIndex &index) const +{ + if (!index.isValid()) + return 0; + + return QAbstractItemModel::flags(index); +} + +QModelIndex ProjectModel::indexFromSegment(Segment *segment) const +{ + if (segment->parent() == m_series) + return index(0, 0); + + return index(segment->row(), 0, indexFromSegment(segment->parent())); +} + +int ProjectModel::getDepth() const +{ + return m_series->getHeight(); +} + +QModelIndex ProjectModel::getShotParentIndex() const +{ + Segment *segment = m_series; + + while (!dynamic_cast(segment)) + segment = segment->child(0); + + segment = segment->parent(); + + return indexFromSegment(segment); +} + +/////////////// +// modifiers // +/////////////// + +void ProjectModel::setModel(const QString &name, const QString &seriesName, int seasNbr, + int epNbr, const QString &epName, const QString &epFName) +{ + m_name = name; + m_series->setName(seriesName); + Season *season = new Season(seasNbr, m_series); + m_series->appendChild(season); + m_episode = new Episode(epNbr, epFName, season, epName); + season->appendChild(m_episode); + m_movieAnalyzer->extractVideoFrames(epFName); +} + +bool ProjectModel::appendModel(int seasNbr, int epNbr, const QString &epName, const QString &epFName) +{ + QList seasonList = m_series->getChildren(); + int i(0); + + while (i < seasonList.size() && seasNbr < seasonList[i]->getNumber()) + i++; + + // new season + if (i == seasonList.size()) { + Season *season = new Season(seasNbr, m_series); + m_series->appendChild(season); + m_episode = new Episode(epNbr, epFName, season, epName); + season->appendChild(m_episode); + m_movieAnalyzer->extractVideoFrames(epFName); + } + // same season + else { + QList episodeList = seasonList[i]->getChildren(); + int j(0); + + while (j < episodeList.size() && episodeList[i]->getNumber() != epNbr) + j++; + + // new episode + if (j == episodeList.size()) { + m_episode = new Episode(epNbr, epFName, seasonList[i], epName); + seasonList[i]->appendChild(m_episode); + + m_movieAnalyzer->extractVideoFrames(epFName); + } + // episode already recorded + else + return false; + } + + return true; +} + +bool ProjectModel::insertSubtitles(const QString &subFName) +{ + QJsonObject subObject; + qint64 position; + qint64 start; + QString text; + qint64 end; + QStringList sources; + QList absLength; + QList relLength; + qreal proportion; + int totLength; + qreal startShift(-0.38); + qreal endShift(-0.5); + + int j; + Segment *segment; + VideoFrame *vFrame; + + // regular expression to detect subtitles corresponding to noise + std::regex noiseSource("\\(.*\\)"); + + // regular expression to detect subtitles with multiple speakers + std::regex multSources("-.+
-.+"); + + // regular expression to detect speaker turn into subtitle + std::regex spkTurn("(- *)(.*)"); + + eraseSubtitles(m_series); + clearSpeaker(m_series, VideoFrame::Ref); + + QFile loadFile(subFName); + + if (!loadFile.open(QIODevice::ReadOnly)) { + qWarning("Couldn't open subtitles file."); + return false; + } + + QByteArray saveData = loadFile.readAll(); + + QJsonDocument loadDoc(QJsonDocument::fromJson(saveData)); + QJsonArray subArray = loadDoc.array(); + + for (int i(0); i < subArray.size(); i++) { + + sources.clear(); + absLength.clear(); + relLength.clear(); + totLength = 0; + proportion = 0.0; + + subObject = subArray[i].toObject(); + start = (subObject["start"].toDouble() + startShift) * 1000; + if (start < 0) + start = 0; + start = qRound(start / 10.0) * 10; + end = (subObject["end"].toDouble() + endShift) * 1000; + end = qRound(end / 10.0) * 10; + text = subObject["text"].toString(); + + // case of multiple source in current subtitle + if (regex_match(text.toStdString(), multSources)) { + + // split subtitle contents + sources = text.split("
"); + + // removing hyphenation indicating speaker turn + for (int k(0); k < sources.size(); k++) { + sources[k] = sources[k].replace(0, 1, ""); + while (sources[k].indexOf(" ") == 0) + sources[k] = sources[k].replace(0, 1, ""); + } + + // estimate absolute length of each contents + for (int k(0); k < sources.size(); k++) { + absLength.push_back((sources[k]).count(" ") + 1); + totLength += absLength[k]; + } + + // estimate relative length of each contents + for (int k(0); k < sources.size(); k++) + relLength.push_back(absLength[k] / static_cast(totLength)); + + // boundaries of each interval + for (int k(1); k < sources.size(); k++) + relLength[k] += relLength[k-1]; + } + + segment = m_series; + + while (!(vFrame = dynamic_cast(segment))) { + + // video frame at start position + j = segment->childIndexFromPosition(start); + + // select possible children + segment = segment->child(j); + } + + position = segment->getPosition(); + + int k = 0; + int prev = 0; + + while (position <= end) { + + segment = m_series; + + while (!(vFrame = dynamic_cast(segment))) { + + // video frame at start position + j = segment->childIndexFromPosition(position); + + // select possible children + segment = segment->child(j); + } + + proportion = (static_cast(position) - start) / (end - start); + + if (relLength.size() >= 1) { + while (relLength[k] < proportion) + k++; + + if (prev == k) { + vFrame->setSub(sources[k]); + + if (!regex_match(sources[k].toStdString(), noiseSource)) + vFrame->setSpeaker("S", VideoFrame::Ref); + } + + prev = k; + } + + else { + vFrame->setSub(text); + + if (!regex_match(text.toStdString(), noiseSource)) + vFrame->setSpeaker("S", VideoFrame::Ref); + } + + position += 40; + } + } + + return true; +} + +bool ProjectModel::localSpkDiar(bool baseline, UtteranceTree::DistType dist, bool norm, UtteranceTree::AgrCrit agr, UtteranceTree::PartMeth partMeth, bool weight, bool sigma) +{ + if (baseline) + m_movieAnalyzer->localSpkDiarBaseline(m_shotPatterns, m_subBound, m_shotUtterances, m_strictShotPattBound, m_baseName); + else + m_movieAnalyzer->localSpkDiar(m_subBound, m_shotPatterns, m_strictShotPattBound, dist, norm, agr, partMeth, weight, sigma, m_baseName); + + return true; +} + +bool ProjectModel::globalSpkDiar() +{ + m_movieAnalyzer->globalSpkDiar(m_baseName); + + return true; +} + +bool ProjectModel::speakerDiarization(const QString &diarFName, VideoFrame::SpeakerSource source) +{ + qint64 start, position, end; + QString speakerLabel; + Segment *segment; + VideoFrame *vFrame; + int i(0); + + clearSpeaker(m_series, source); + + QFile file(diarFName); + + if (!file.open(QIODevice::ReadOnly | QIODevice::Text)) + return false; + + QTextStream in(&file); + + // parse hypotheses file + + while (!in.atEnd()) { + + QString line = in.readLine(); + QStringList data = line.split(" "); + + start = data[0].toDouble() * 1000; + end = data[1].toDouble() * 1000; + speakerLabel = data[2]; + + segment = m_series; + + while (!(vFrame = dynamic_cast(segment))) { + + // video frame at start position + i = segment->childIndexFromPosition(start); + + // select possible children + segment = segment->child(i); + } + + position = segment->getPosition(); + + while (position <= end) { + + segment = m_series; + + while (!(vFrame = dynamic_cast(segment))) { + + // video frame at start position + i = segment->childIndexFromPosition(position); + + // select possible children + segment = segment->child(i); + } + + vFrame->setSpeaker(speakerLabel, source); + + position += 40; + } + } + + return true; +} + +void ProjectModel::extractShots(QString fName, int histoType, int nVBins, int nHBins, int nSBins, int metrics, qreal threshold1, qreal threshold2, int nVBlock, int nHBlock, bool iterate) +{ + qint64 posInit = 0; + QList toRemove; + + resetShotsToManual(m_series, toRemove); + for (int j(0); j < toRemove.count(); j++) + removeShot(toRemove[j], Segment::Automatic); + emit modelChanged(); + + if (iterate) { + + // number of HSV tuples considered + int nHsvTuples(1); + + // number of iterations + int nIter = nHBlock * nHsvTuples * threshold1 * (threshold1 - 1) / 2; + + // optimal values oberved so far for the + int nBlockMax(0); // number of image blocks + int nHMax(0); // hue channel + int nSMax(0); // saturation channel + int nVMax(0); // value channel + int thresh1Max(0); // disimilarity treshold + int thresh2Max(0); // similarity threshold + + // current and maximum F-Score observed so far + qreal fScore(0); + qreal fScoreMax(0); + + // iteration counter to update progress bar + int cnt(0); + + // progress bar initialization + QProgressDialog progress(tr("Extracting shots..."), tr("Cancel"), 0, nIter); + progress.setWindowModality(Qt::WindowModal); + + // loop over the number of blocks + while (nHBlock >= 1) { + + int currNHBins(nHBins); + int currNSBins(nSBins); + int currNVBins(nVBins); + + // loop over HSV possible values + for (int i(0); i < nHsvTuples; i++) { + + int thresh1 = threshold1; + + // loop over disimilarity threshold between frames + while (thresh1 >= 1) { + + threshold2 = thresh1; + + // loop over similarity threshold between frames + while (threshold2 >= 1) { + + insertShot(posInit, Segment::Manual); + + // extracting shots + m_movieAnalyzer->extractShots(fName, histoType, currNVBins, currNHBins, currNSBins, metrics, thresh1, threshold2, nHBlock, nHBlock, false); + + // evaluating extraction and updating optimal values + if ((fScore = evaluateShotDetection(false, thresh1, threshold2)) > fScoreMax) { + fScoreMax = fScore; + nBlockMax = nHBlock; + nHMax = currNHBins; + nSMax = currNSBins; + nVMax = currNVBins; + thresh1Max = thresh1; + thresh2Max = threshold2; + } + + // displaying current results + qDebug() << nHBlock << currNHBins << currNSBins << currNVBins << thresh1 << threshold2 << fScore; + + // removing inserted shots + toRemove.clear(); + resetShotsToManual(m_series, toRemove); + for (int j(0); j < toRemove.count(); j++) + removeShot(toRemove[j], Segment::Automatic); + + threshold2--; + + progress.setValue(++cnt); + } + + thresh1--; + } + + currNHBins /= 2; + currNSBins /= 2; + currNVBins /= 2; + } + + nHBlock--; + } + + progress.setValue(nIter); + + // setting optimal parameters + nVBlock = nBlockMax; + nHBlock = nBlockMax; + nHBins = nHMax; + nSBins = nSMax; + nVBins = nVMax; + threshold1 = thresh1Max; + threshold2 = thresh2Max; + } + + insertShot(posInit, Segment::Manual); + m_movieAnalyzer->extractShots(fName, histoType, nVBins, nHBins, nSBins, metrics, threshold1, threshold2, nVBlock, nHBlock); + evaluateShotDetection(true, threshold1, threshold2); +} + +void ProjectModel::labelSimilarShots(QString fName, int histoType, int nVBins, int nHBins, int nSBins, int metrics, qreal maxDist, int windowSize, int nVBlock, int nHBlock, bool iterate) +{ + resetAutoCameraLabels(m_series); + + QList shotPositions; + retrieveShotPositions(m_series, shotPositions); + + if (iterate) { + + // number of HSV tuples considered + int nHsvTuples(1); + + // number of iterations + int nIter = nHBlock * nHsvTuples * maxDist * windowSize / 16; + + // optimal values oberved so far for the + int nBlockMax(0); // number of image blocks + int nHMax(0); // hue channel + int nSMax(0); // saturation channel + int nVMax(0); // value channel + int thresh1Max(0); // disimilarity threshold + int thresh2Max(0); // window size + + // current and maximum F-Score observed so far + qreal fScore(0); + qreal fScoreMax(0); + + // iteration counter to update progress bar + int cnt(0); + + // progress bar initialization + QProgressDialog progress(tr("Retrieving similar shots..."), tr("Cancel"), 0, nIter); + progress.setWindowModality(Qt::WindowModal); + + // loop over the number of blocks + while (nHBlock >= 1) { + + int currNHBins(nHBins); + int currNSBins(nSBins); + int currNVBins(nVBins); + + // loop over HSV possible values + for (int i(0); i < nHsvTuples; i++) { + + int threshold1 = static_cast(maxDist); + + // loop over disimilarity threshold between frames + while (threshold1 >= 1) { + + int threshold2(windowSize); + + // loop over window size + while (threshold2 >= 1) { + + // retrieving similar shots + m_movieAnalyzer->labelSimilarShots(fName, histoType, currNVBins, currNHBins, currNSBins, metrics, threshold1, threshold2, shotPositions, nHBlock, nHBlock, false); + + // evaluating extraction + if ((fScore = evaluateSimShotDetection(false, threshold1, threshold2)) >= fScoreMax) { + fScoreMax = fScore; + nBlockMax = nHBlock; + nHMax = currNHBins; + nSMax = currNSBins; + nVMax = currNVBins; + thresh1Max = threshold1; + thresh2Max = threshold2; + } + + // displaying current results + + qDebug() << nHBlock << currNHBins << currNSBins << currNVBins << threshold1 << threshold2 << fScore; + + // resetting shot similarities + resetAutoCameraLabels(m_series); + + threshold2--; + + progress.setValue(++cnt); + } + + threshold1--; + } + + currNHBins /= 2; + currNSBins /= 2; + currNVBins /= 2; + } + + nHBlock--; + } + + progress.setValue(nIter); + + // setting optimal parameters + nVBlock = nBlockMax; + nHBlock = nBlockMax; + nHBins = nHMax; + nSBins = nSMax; + nVBins = nVMax; + maxDist = thresh1Max; + windowSize = thresh2Max; + } + + m_movieAnalyzer->labelSimilarShots(fName, histoType, nVBins, nHBins, nSBins, metrics, maxDist, windowSize, shotPositions, nVBlock, nHBlock, true); + evaluateSimShotDetection(true, maxDist, windowSize); +} + +qreal ProjectModel::evaluateShotDetection(bool displayResults, qreal thresh1, qreal thresh2) const +{ + Segment *season; + Segment *episode; + Segment *segment; + + int tp(0); + int fp(0); + int tn(0); + int fn(0); + int nShots(0); + int nVideoFrames(0); + + qreal precision; + qreal recall; + qreal fScore; + qreal accuracy; + + for (int i(0); i < m_series->childCount(); i++) { + season = m_series->child(i); + + for (int j(0); j < season->childCount(); j++) { + episode = season->child(j); + + for (int k(0); k < episode->childCount(); k++) { + segment = episode->child(k); + + // no scene level + if (dynamic_cast(segment)) { + nVideoFrames += segment->childCount(); + nShots++; + switch (segment->getSource()) { + case Segment::Both: + tp++; + break; + case Segment::Manual: + fn++; + break; + case Segment::Automatic: + fp++; + break; + } + } + } + } + } + + // decrement first frame + nVideoFrames--; + nShots--; + fn--; + tn = nVideoFrames - (tp + fp + fn); + + precision = computePrecision(tp, fp); + recall = computeRecall(tp, fn); + fScore = computeFScore(recall, precision); + accuracy = computeAccuracy(tp, fp, fn, tn); + + if (displayResults) { + ResultsDialog *dialog = new ResultsDialog(thresh1, thresh2, tp, fp, fn, tn, precision, recall, fScore, accuracy); + dialog->exec(); + } + + return fScore; +} + +qreal ProjectModel::evaluateSimShotDetection(bool displayResults, qreal thresh1, qreal thresh2) const +{ + int tp(0); + int fp(0); + int tn(0); + int fn(0); + + qreal precision; + qreal recall; + qreal fScore; + qreal accuracy; + + QList autCamLabels; + QList manCamLabels; + + retrieveSimCamLabels(m_series, autCamLabels, manCamLabels); + + for (int i(0); i < autCamLabels.size(); i++) { + + if (manCamLabels[i] == -1 && autCamLabels[i] != -1) + fp++; + else if (manCamLabels[i] != -1 && autCamLabels[i] == -1) + fn++; + else if (manCamLabels[i] == -1 && autCamLabels[i] == -1) + tn++; + else { + + QList manIdxSim; + QList autIdxSim; + + // lists of shots similar to current one, as manually and automatically annotated + int j; + for (j = 0; j < autCamLabels.size(); j++) { + if (manCamLabels[i] == manCamLabels[j]) + manIdxSim.push_back(j); + if (autCamLabels[i] == autCamLabels[j]) + autIdxSim.push_back(j); + } + + // size of longest list + int maxList = (autCamLabels.size() > manCamLabels.size()) ? autCamLabels.size() : manCamLabels.size(); + + // test for emptiness of the intersection of the two lists + bool found = false; + + j = 0; + while (j < maxList && !found) + if (autIdxSim.contains(manIdxSim[j++])) + found = true; + + if (found) + tp++; + else + fp++; + } + } + + precision = computePrecision(tp, fp); + recall = computeRecall(tp, fn); + fScore = computeFScore(recall, precision); + accuracy = computeAccuracy(tp, fp, fn, tn); + + if (displayResults) { + ResultsDialog *dialog = new ResultsDialog(thresh1, thresh2, tp, fp, fn, tn, precision, recall, fScore, accuracy); + dialog->exec(); + } + + return fScore; +} + +int ProjectModel::retrieveShotPrevPositions(qint64 position, QList &shotPositions) +{ + retrieveShotPositions(m_series, shotPositions); + + int i(0); + while (shotPositions[i] < position) + i++; + + return i; +} + +qreal ProjectModel::computePrecision(int tp, int fp) const +{ + if (tp == 0 && fp == 0) + return 0.0; + + return static_cast(tp) / (tp + fp); +} + +qreal ProjectModel::computeRecall(int tp, int fn) const +{ + if (tp == 0 && fn == 0) + return 0.0; + + return static_cast(tp) / (tp + fn); +} + +qreal ProjectModel::computeFScore(qreal precision, qreal recall) const +{ + if (precision == 0.0 || recall == 0.0) + return 0.0; + + return 2 * precision * recall / (precision + recall); +} + +qreal ProjectModel::computeAccuracy(int tp, int fp, int fn, int tn) const +{ + return (static_cast(tp) + tn) / (tp + fp + fn + tn); +} + +void ProjectModel::resetShotsToManual(Segment *segment, QList &toRemove) +{ + if ((dynamic_cast(segment))) { + + switch (segment->getSource()) { + case Segment::Manual: + case Segment::Both: + segment->setSource(Segment::Manual); + break; + case Segment::Automatic: + toRemove.push_back(segment); + break; + } + } + + else + for (int i(0); i < segment->childCount(); i++) + resetShotsToManual(segment->child(i), toRemove); +} + +void ProjectModel::resetAutoCameraLabels(Segment *segment) +{ + Shot *shot; + if ((shot = dynamic_cast(segment))) + shot->setCamera(-1, Shot::Automatic); + + else + for (int i(0); i < segment->childCount(); i++) + resetAutoCameraLabels(segment->child(i)); +} + +void ProjectModel::eraseSubtitles(Segment *segment) +{ + VideoFrame *vFrame; + + if ((vFrame = dynamic_cast(segment))) + vFrame->setSub(QString()); + else + for (int i(0); i < segment->childCount(); i++) + eraseSubtitles(segment->child(i)); +} + +void ProjectModel::clearSpeaker(Segment *segment, VideoFrame::SpeakerSource source) +{ + VideoFrame *vFrame; + + if ((vFrame = dynamic_cast(segment))) + vFrame->clearSpeaker(source); + else + for (int i(0); i < segment->childCount(); i++) + clearSpeaker(segment->child(i), source); +} + +void ProjectModel::reset() +{ + m_name = ""; +} + +void ProjectModel::retrieveShotUtterances() +{ + QList shotLabels; + QList shotPositions; + QList longUtt; + QList> durShotByUtt; + int j(0); // counter + qint64 shotStart; + qint64 shotEnd; + qint64 uttDur; + qint64 inter; + qint64 minDur(200); + + retrieveShotLabels(m_series, shotLabels); + retrieveShotPositions(m_series, shotPositions); + + // looping over the shots + for (int i(0); i < shotLabels.size() - 1; i++) { + if (shotLabels[i] != "") { + + shotStart = shotPositions[i]; + + if (i < shotPositions.size() - 1) + shotEnd = shotPositions[i+1]; + else + shotEnd = shotStart; + + // setting utterance position + while (j > 0 && m_subBound[j].first > shotStart) + j--; + while (j < m_subBound.size() && m_subBound[j].second <= shotStart) + j++; + + // utterance longer than shot: do not process yet + if (m_subBound[j].first < shotStart && m_subBound[j].second > shotEnd) { + longUtt.push_back(j); + continue; + } + + // first utterance is between two shots + if (m_subBound[j].first < shotStart && m_subBound[j].second > shotStart) { + uttDur = m_subBound[j].second - m_subBound[j].first; + + // the major part of the utterance is covered by the shot + if (m_subBound[j].second - shotStart >= uttDur / 2) { + QPair pair(j, uttDur / 1000.0); + + if (uttDur >= minDur) + m_shotUtterances[shotLabels[i]].push_back(pair); + } + + j++; + } + + // utterances entirely contained in the shot + while (j < m_subBound.size() && m_subBound[j].second < shotEnd) { + + uttDur = m_subBound[j].second - m_subBound[j].first; + + QPair pair(j, uttDur / 1000.0); + + if (uttDur >= minDur) + m_shotUtterances[shotLabels[i]].push_back(pair); + + j++; + } + + // last utterance is between two shots + if (m_subBound[j].first < shotEnd) { + uttDur = m_subBound[j].second - m_subBound[j].first; + + // the major part of the utterance is covered by the shot + if (shotEnd - m_subBound[j].first > uttDur / 2) { + QPair pair(j, uttDur / 1000.0); + + if (uttDur >= minDur) + m_shotUtterances[shotLabels[i]].push_back(pair); + } + + j++; + } + } + } + + // processing case of utterances longer than a shot + j = 0; + + for (int i(0); i < longUtt.size(); i++) { + + QMap shots; + + // setting shot position + while (j > 0 && shotPositions[j] >= m_subBound[longUtt[i]].first) + j--; + while (j < shotPositions.size() - 1 && shotPositions[j+1] <= m_subBound[longUtt[i]].first) + j++; + + // computing duration of the utterance/shot intersection + while (j < shotPositions.size() - 1 && shotPositions[j] < m_subBound[longUtt[i]].second) { + + // first shot partially included in utterance + if (shotPositions[j] < m_subBound[longUtt[i]].first) + inter = shotPositions[j+1] - m_subBound[longUtt[i]].first; + + // shot is a subset of the utterance + else if (shotPositions[j+1] <= m_subBound[longUtt[i]].second) + inter = shotPositions[j+1] - shotPositions[j]; + + // last shot partially included in utterance + else + inter = m_subBound[longUtt[i]].second - shotPositions[j]; + + if (shotLabels[j] != "") { + if (shots.contains(shotLabels[j])) + shots[shotLabels[j]] += inter; + else + shots[shotLabels[j]] = inter; + } + + j++; + } + + // assigning utterance to shot + QMap::const_iterator it = shots.begin(); + int max(0); + QString bestShotLabel; + + // detetermining best shot label + while (it != shots.end()) { + qint64 inter = it.value(); + + if (inter > max) { + bestShotLabel = it.key(); + max = inter; + } + it++; + } + + // updating list of utterances assigned to shot + QPair pair(longUtt[i], (m_subBound[longUtt[i]].second - m_subBound[longUtt[i]].first) / 1000.0); + m_shotUtterances[bestShotLabel].push_back(pair); + } +} + +void ProjectModel::retrieveShotPatterns() +{ + QList shotLabels; + QList shotPositions; + + QString patternLabel; + QString prevPatternLabel; + QString firstLabel; + QString secondLabel; + QPair pattBounds; // boundaries of pattern in ms + QPair strictPattBounds; // normalized boundaries of pattern in ms + QList lblWindow; // last four shot labels: used to detect shot pattern + QList lblWindow1; // last four shot labels: used to detect shot pattern + QList lblWindow2; // last four shot labels: used to detect shot pattern + QString label; + bool inPattern(false); // indicates if currently visiting a pattern + int pattSize(3); // pattern minimum size + int j(0); + + retrieveShotLabels(m_series, shotLabels); + retrieveShotPositions(m_series, shotPositions); + + /**************************/ + /* retrieve shot patterns */ + /**************************/ + + // looping over the shots + for (int i(0); i < shotLabels.size() - 1; i++) { + + label = shotLabels[i]; // current shot label + + // updating shot label window + lblWindow.push_back(label); + if (lblWindow.size() > pattSize) + lblWindow.pop_front(); + + // new pattern detected + if (!inPattern && testShotPattern(lblWindow, pattSize)) { + + // initializing pattern boundaries + pattBounds.first = -1; + pattBounds.second = -1; + strictPattBounds.first = shotPositions[i-(pattSize-1)]; + strictPattBounds.second = shotPositions[i+1]; + + // setting spoken segment position + while (j > 0 && m_subBound[j].first > shotPositions[i-(pattSize-1)]) + j--; + while (j < m_subBound.size() && m_subBound[j].second < shotPositions[i-(pattSize-1)]) + j++; + + // setting pattern label + firstLabel = lblWindow[0]; + secondLabel = lblWindow[1]; + patternLabel = normalizedPattern(firstLabel, secondLabel); + + inPattern = true; + } + + // end of pattern + if (inPattern && !testShotPattern(lblWindow, pattSize)) { + m_shotPattBound[patternLabel].push_back(pattBounds); + m_strictShotPattBound[patternLabel].push_back(strictPattBounds); + inPattern = false; + } + + // moving into current pattern + if (inPattern && testShotPattern(lblWindow, pattSize)) { + + // adjust normalized pattern boundaries + strictPattBounds.second = shotPositions[i+1]; + + // writing out positions and durations of spoken segments covered by the pattern + while (j < m_subBound.size() && m_subBound[j].first < shotPositions[i+1]) { + // setting subtitles ref and weights contained in pattern + QPair pair(j, (m_subBound[j].second-m_subBound[j].first) / 1000.0); + + if (m_shotUtterances[firstLabel].contains(pair) || m_shotUtterances[secondLabel].contains(pair)) { + + m_shotPatterns[patternLabel].push_back(pair); + + // adjusting pattern boundaries + // first time in the pattern + if (pattBounds.first == -1 && pattBounds.second == -1) { + pattBounds.first = m_subBound[j].first; + pattBounds.second = m_subBound[j].second; + } + + // utterance begins before first shot of the pattern + if (m_subBound[j].first < pattBounds.first) + pattBounds.first = m_subBound[j].first; + + // utterance ends after last shot of the pattern + if (m_subBound[j].second > pattBounds.second) + pattBounds.second = m_subBound[j].second; + } + j++; + } + + // updating flag + inPattern = testShotPattern(lblWindow, pattSize); + } + } + + // processing last pattern + if (inPattern) { + m_shotPattBound[patternLabel].push_back(pattBounds); + m_strictShotPattBound[patternLabel].push_back(strictPattBounds); + inPattern = false; + } + + /*********************************/ + /* retrieve marginal expressions */ + /* of the shot patterns */ + /*********************************/ + + j = 0; + + // looping over the shots + for (int i(0); i < shotLabels.size() - 2; i++) { + + label = shotLabels[i]; // current shot label + + // setting pattern label + firstLabel = shotLabels[i]; + secondLabel = shotLabels[i+1]; + patternLabel = normalizedPattern(firstLabel, secondLabel); + + // initializing pattern boundaries + pattBounds.first = -1; + pattBounds.second = -1; + strictPattBounds.first = shotPositions[i]; + strictPattBounds.second = shotPositions[i+2]; + + // extending the pattern + if (m_shotPatterns.contains(patternLabel)) { + + // setting spoken segment position + while (j > 0 && m_subBound[j].first > shotPositions[i]) + j--; + while (j < m_subBound.size() && m_subBound[j].second < shotPositions[i]) + j++; + + // writing out positions and durations of spoken segments covered by the pattern + while (j < m_subBound.size() && m_subBound[j].first < shotPositions[i+2]) { + + QPair pair(j, (m_subBound[j].second-m_subBound[j].first) / 1000.0); + + if (!m_shotPatterns[patternLabel].contains(pair) && + (m_shotUtterances[firstLabel].contains(pair) || + m_shotUtterances[secondLabel].contains(pair))) { + + // add current utterance + m_shotPatterns[patternLabel].push_back(pair); + + // adjusting pattern boundaries + // first time in the pattern + if (pattBounds.first == -1 && pattBounds.second == -1) { + pattBounds.first = m_subBound[j].first; + pattBounds.second = m_subBound[j].second; + } + + // utterance begins before first shot of the pattern + if (m_subBound[j].first < pattBounds.first) + pattBounds.first = m_subBound[j].first; + + // utterance ends after last shot of the pattern + if (m_subBound[j].second > pattBounds.second) + pattBounds.second = m_subBound[j].second; + } + + j++; + } + + // updating pattern boundaries + if (pattBounds.first != -1 || pattBounds.second != -1) { + m_shotPattBound[patternLabel].push_back(pattBounds); + m_strictShotPattBound[patternLabel].push_back(strictPattBounds); + } + } + } + + // processing last pattern + if (pattBounds.first != -1 || pattBounds.second != -1) { + m_shotPattBound[patternLabel].push_back(pattBounds); + m_strictShotPattBound[patternLabel].push_back(strictPattBounds); + } + + /******************************/ + /* merge interleaved patterns */ + /******************************/ + + /* + // for each pattern, retrieve list of patterns with one shot label in common + QMap relatedPatterns; + + // iterators over shot patterns + QMap>>::const_iterator it1 = m_shotPatterns.begin(); + QMap>>::const_iterator it2; + + // first loop over pattern labels + while (it1 != m_shotPatterns.end()) { + + firstLabel = it1.key(); + it2 = m_shotPatterns.begin(); + + // second loop over pattern labels + while (it2 != m_shotPatterns.end()) { + secondLabel = it2.key(); + + if (firstLabel != secondLabel && interPatterns(firstLabel, secondLabel)) { + if (!relatedPatterns.contains(secondLabel) || !relatedPatterns[secondLabel].contains(firstLabel)) + relatedPatterns[firstLabel].push_back(secondLabel); + } + + it2++; + } + it1++; + } + + + // iteratively merge shot patterns with one shot label in common + // iterator over shot patterns with related patterns + QMap::const_iterator it = relatedPatterns.begin(); + + QString newLabel1; + QString newLabel2; + QList> newList; + + // extended names of the labels + QString compFirstLabel; + QString compSecondLabel; + + // looping over pattern labels + while (it != relatedPatterns.end()) { + + firstLabel = it.key(); + QStringList patterns = it.value(); + + // looping over related patterns + for (int i(0); i < patterns.size(); i++) { + + // updating possibly enhanced pattern name + compFirstLabel = completePatternLabel(firstLabel, m_shotPatterns); + + // related enhanced pattern name + secondLabel = patterns[i]; + compSecondLabel = completePatternLabel(patterns[i], m_shotPatterns); + + // new label obtained by merging the complete first label + // and the second label considered by himself + newLabel1 = mergePatterns(compFirstLabel, secondLabel, m_shotPatterns[compFirstLabel], m_shotPatterns[secondLabel], newList); + + // inserting new pattern and possibly removing previous ones + m_shotPatterns[newLabel1] = newList; + + m_shotPattBound[newLabel1] = m_shotPattBound[compFirstLabel]; + m_shotPattBound[newLabel1].append(m_shotPattBound[secondLabel]); + + m_strictShotPattBound[newLabel1] = m_strictShotPattBound[compFirstLabel]; + m_strictShotPattBound[newLabel1].append(m_strictShotPattBound[secondLabel]); + + if (newLabel1 != compFirstLabel) { + m_shotPatterns.remove(compFirstLabel); + m_shotPattBound.remove(compFirstLabel); + m_strictShotPattBound.remove(compFirstLabel); + } + + if (newLabel1 != secondLabel) { + m_shotPatterns.remove(secondLabel); + m_shotPattBound.remove(secondLabel); + m_strictShotPattBound.remove(secondLabel); + } + + // new label obtained by merging the possibly different complete labels + if (compFirstLabel != compSecondLabel) { + + // merging step + newLabel2 = mergePatterns(newLabel1, compSecondLabel, m_shotPatterns[newLabel1], m_shotPatterns[compSecondLabel], newList); + + // inserting new pattern and possibly removing previous ones + m_shotPatterns[newLabel2] = newList; + + m_shotPattBound[newLabel2] = m_shotPattBound[newLabel1]; + m_shotPattBound[newLabel2].append(m_shotPattBound[compSecondLabel]); + + m_strictShotPattBound[newLabel2] = m_strictShotPattBound[newLabel1]; + m_strictShotPattBound[newLabel2].append(m_strictShotPattBound[compSecondLabel]); + + if (newLabel2 != newLabel1) { + m_shotPatterns.remove(newLabel1); + m_shotPattBound.remove(newLabel1); + m_strictShotPattBound.remove(newLabel1); + } + + if (newLabel1 != compSecondLabel) { + m_shotPatterns.remove(compSecondLabel); + m_shotPattBound.remove(compSecondLabel); + m_strictShotPattBound.remove(compSecondLabel); + } + } + } + it++; + } + */ + + /**********************************/ + /* update shot pattern boundaries */ + /**********************************/ + + mergePatternBoundaries(m_shotPattBound); + mergePatternBoundaries(m_strictShotPattBound); +} + +void ProjectModel::mergePatternBoundaries(QMap>> &shotPattBound) +{ + QMap>>::const_iterator it = shotPattBound.begin(); + QString pattLabel; + qint64 start; + qint64 end; + QPair newPair; + bool modif(true); + + // looping over the patterns + while (it != shotPattBound.end()) { + + modif = true; + pattLabel = it.key(); + + QList> list = it.value(); + + // try to merge pattern boundaries until there remains no more one + while (modif) { + + modif = false; + + // list of merged pattern boundaries + QList> newList; + QVector merged(list.size(), false); + + // first loop over pattern boundaries + for (int i(0); i < list.size(); i++) { + + if (!merged[i]) { + + start = list[i].first; + end = list[i].second; + + // second loop over pattern boundaries + for (int j(i+1); j < list.size(); j++) { + + if (!merged[j]) { + + // second pattern interleaves first one at the beginning + if (list[j].first < start && list[j].second >= start) { + newPair = QPair(list[j].first, end); + newList.push_back(newPair); + merged[i] = true; + merged[j] = true; + modif = true; + } + + // second pattern interleaves first one at the end + else if (list[j].first <= end && list[j].second > end) { + newPair = QPair(start, list[j].second); + newList.push_back(newPair); + merged[i] = true; + merged[j] = true; + modif = true; + } + // second pattern covers first one + else if (list[j].first < start && list[j].second > end) { + merged[i] = true; + modif = true; + } + // second pattern is included in first one + else if (list[j].first >= start && list[j].second <= end) { + merged[j] = true; + modif = true; + } + } + } + } + } + + // add remaining pattern boundaries to new list + for (int i(0); i < list.size(); i++) + if (!merged[i]) + newList.push_back(list[i]); + + qSort(newList); + list = newList; + } + + shotPattBound[pattLabel] = list; + it++; + } +} + +bool ProjectModel::interPatterns(QString firstLabel, QString secondLabel) +{ + // remove aditional characters + QRegularExpression openPar(QRegularExpression::escape("(")); + QRegularExpression closePar(QRegularExpression::escape(")")); + + firstLabel.replace(openPar, ""); + firstLabel.replace(closePar, ""); + secondLabel.replace(openPar, ""); + secondLabel.replace(closePar, ""); + + // split parts of each pattern + QStringList firstLabels = firstLabel.split("_"); + QStringList secondLabels = secondLabel.split("_"); + + QList labels1; + QList labels2; + + // retrieve list of shots contained in each pattern part + labels1.push_back(firstLabels[0].split("|")); + labels1.push_back(firstLabels[1].split("|")); + labels2.push_back(secondLabels[0].split("|")); + labels2.push_back(secondLabels[1].split("|")); + + // test if patterns share a shot label + int i(0); + int j(0); + int k(0); + + while (i < 2) { + j = 0; + while (j < labels1[i].size()) { + k = 0; + while (k < 2) { + if (labels2[k].contains(labels1[i][j])) + return true; + k++; + } + j++; + } + i++; + } + + return false; +} + +QString ProjectModel::normalizedPattern(const QString &firstLabel, const QString &secondLabel) +{ + QString pattern; + + if (QString::compare(firstLabel, secondLabel) < 0) + pattern = firstLabel + "_" + secondLabel; + else + pattern = secondLabel + "_" + firstLabel; + + return pattern; +} + +QString ProjectModel::mergePatterns(QString firstLabel, QString secondLabel, QList> list1, QList> list2, QList> &mergedList) +{ + QString newPattLabel; + + // remove aditional characters + QRegularExpression openPar(QRegularExpression::escape("(")); + QRegularExpression closePar(QRegularExpression::escape(")")); + + firstLabel.replace(openPar, ""); + firstLabel.replace(closePar, ""); + secondLabel.replace(openPar, ""); + secondLabel.replace(closePar, ""); + + // split parts of each pattern + QStringList firstLabels = firstLabel.split("_"); + QStringList secondLabels = secondLabel.split("_"); + + QList labels1; + QList labels2; + + // retrieve list of shots contained in each pattern part + labels1.push_back(firstLabels[0].split("|")); + labels1.push_back(firstLabels[1].split("|")); + labels2.push_back(secondLabels[0].split("|")); + labels2.push_back(secondLabels[1].split("|")); + + // retrieving equivalent lists + bool found = false; + + int i(0); + int j(0); + int k(0); + + while (i < 2 && !found) { + j = 0; + while (j < labels1[i].size() && !found) { + k = 0; + while (k < 2 && !found) { + if (labels2[k].contains(labels1[i][j])) + found = true; + k++; + } + j++; + } + i++; + } + + i--; + k--; + + QStringList eqClass1 = appendStringList(labels1[(i+1)%2], labels2[(k+1)%2]); + qSort(eqClass1); + + QStringList eqClass2 = appendStringList(labels1[i], labels2[k]); + qSort(eqClass2); + + // formatting new pattern label + QString newLabel1 = eqClass1.join("|"); + QString newLabel2 = eqClass2.join("|"); + + if (eqClass1.size() > 1) + newLabel1 = "(" + newLabel1 + ")"; + + if (eqClass2.size() > 1) + newLabel2 = "(" + newLabel2 + ")"; + + newPattLabel = normalizedPattern(newLabel1, newLabel2); + + // merging the two lists + mergedList = list1; + + for (int i(0); i < list2.size(); i++) + if (!mergedList.contains(list2[i])) + mergedList.append(list2[i]); + + qSort(mergedList); + + return newPattLabel; +} + +QStringList ProjectModel::appendStringList(const QStringList &list1, const QStringList &list2) +{ + QStringList conc(list1); + + for (int i(0); i < list2.size(); i++) + if (!list1.contains(list2[i])) + conc.append(list2[i]); + + return conc; +} + +QString ProjectModel::completePatternLabel(const QString &label, QMap>> shotPatterns) +{ + QString completeLabel; + QString currLabel; + QStringList shotLabels(label.split("_")); + QStringList currShotLabels; + QRegularExpression left(shotLabels[0]); + QRegularExpression right(shotLabels[1]); + QRegularExpressionMatch matchLeft; + QRegularExpressionMatch matchRight; + bool found(false); + + QMap>>::const_iterator it = shotPatterns.begin(); + + while (it != shotPatterns.end() && !found) { + currLabel = it.key(); + currShotLabels = currLabel.split("_"); + + matchLeft = left.match(currShotLabels[0]); + matchRight = right.match(currShotLabels[1]); + + if (matchLeft.hasMatch() && matchRight.hasMatch()) { + completeLabel = currLabel; + found = true; + } + + matchLeft = left.match(currShotLabels[1]); + matchRight = right.match(currShotLabels[0]); + + if (matchLeft.hasMatch() && matchRight.hasMatch()) { + completeLabel = currLabel; + found = true; + } + + it++; + } + + return completeLabel; +} + +bool ProjectModel::testShotPattern(const QList &lblWindow, int pattSize) +{ + int i(2); + + if (!lblWindow.contains("") && lblWindow.size() == pattSize) + while (i < pattSize) { + if (lblWindow[i] != lblWindow[i-2]) + return false; + i++; + } + else + return false; + + return true; +} + +void ProjectModel::retrieveShotLabels(Segment *segment, QList &shotLabels) const +{ + if ((dynamic_cast(segment))) + shotLabels.push_back(segment->getLabel()); + + for (int i(0); i < segment->childCount(); i++) + retrieveShotLabels(segment->child(i), shotLabels); +} + +void ProjectModel::retrieveSubPositionsLabels(QList &subStarts, QList &subEnds, QList &subRefLbl) const +{ + QList vFrames; + retrieveVFrames(m_series, vFrames); + + QString currSpeaker(""); + QString prevSpeaker(""); + QString currSub(""); + QString prevSub(""); + qint64 currPosition(0); + qint64 prevPosition(0); + + // regular expression to detect subtitles corresponding to noise + QRegularExpression noiseSource("\\(.*\\)"); + + for (int i(0); i < vFrames.size(); i++) { + + currSpeaker = vFrames[i]->getSpeaker(VideoFrame::Ref); + currPosition = vFrames[i]->getPosition(); + currSub = vFrames[i]->getSub(); + + QRegularExpressionMatch match = noiseSource.match(currSub); + + if (!match.hasMatch()) { + + // speaker status changed + if (currSpeaker != prevSpeaker || currSub != prevSub) { + + // end of utterance + if (currSpeaker == "") { + subEnds.push_back(prevPosition); + subRefLbl.push_back(prevSpeaker); + } + + // beginning of utterance + else if (prevSpeaker == "") + subStarts.push_back(currPosition); + + // ending previous utterance and beginning new one + else { + subEnds.push_back(prevPosition); + subRefLbl.push_back(prevSpeaker); + subStarts.push_back(currPosition); + } + } + + prevSpeaker = currSpeaker; + prevPosition = currPosition; + prevSub = currSub; + } + } + + // processing last utterance if ending at last video frame + // if (!regex_match(currSub.toStdString(), noiseSource)) { + if (prevSpeaker != "" || prevSub != "") { + subEnds.push_back(prevPosition); + subRefLbl.push_back(prevSpeaker); + } +} + +/////////////// +// accessors // +/////////////// + +QString ProjectModel::getName() const +{ + return m_name; +} + +QString ProjectModel::getBaseName() const +{ + return m_baseName; +} + +QString ProjectModel::getSeriesName() const +{ + return m_series->getName(); +} + +/////////// +// slots // +/////////// + +void ProjectModel::setSpkDiar(const QString &epFName) +{ + QString normName; + QString baseName; + QProcess process; + QString program; + QStringList arguments; + QFileInfo info(epFName); + + // erasing previous speaker hypotheses + clearSpeaker(m_series, VideoFrame::Hyp1); + clearSpeaker(m_series, VideoFrame::Hyp2); + + // normalizing series name + normName = m_series->getName(); + normName = normName.toLower(); + normName.replace(QRegularExpression("\\s+"), "_"); + + // audio files possibly needed + baseName = normName + "_" + info.baseName(); + m_baseName = baseName; + + // generating reference file + QString workPath("spkDiarization/"); + QString locRefFName(workPath + "data/ref/local/" + m_baseName); + QString segRefFName(workPath + "data/ref/seg/" + m_baseName); + exportLocSpkRef(locRefFName); + + // converting reference .lbl files into .rttm ones + program = "perl"; + + arguments << workPath + "scripts/SpkMoulinette.pl" << locRefFName + ".lbl" << locRefFName + ".rttm"; + process.start(program, arguments); + process.waitForFinished(); + arguments.clear(); + + arguments << workPath + "scripts/SpkMoulinette.pl" << segRefFName + ".lbl" << segRefFName + ".rttm"; + process.start(program, arguments); + process.waitForFinished(); + arguments.clear(); + + // removing previous local score + QFile::remove(workPath + "score/local/" + m_baseName + ".nistres"); +} + +void ProjectModel::extractIVectors(bool ubm, const QString &epFName) +{ + QString workPath("spkDiarization/"); + QProcess process; + QString program; + QString args; + QStringList arguments; + QFileInfo info(epFName); + int out; + QString waveFile; + QString sphFile; + QString lstLine; + QString sphSubFile; + qreal startSec, endSec; + QMap> spkIdx; + + waveFile = workPath + "data/sph/" + m_baseName + ".wav"; + sphFile = workPath + "data/sph/" + m_baseName + ".sph"; + + qDebug() << "Extracting speech segments..."; + + // creating audio files corresponding to speech segments + QFile lstFile(workPath + "data/data.lst"); + QFile totVarFile(workPath + "ndx/totalvariability.ndx"); + QFile ivExtFile(workPath + "ndx/ivExtractor.ndx"); + + if (!lstFile.open(QIODevice::WriteOnly | QIODevice::Text)) + return; + + if (!totVarFile.open(QIODevice::WriteOnly | QIODevice::Text)) + return; + + if (!ivExtFile.open(QIODevice::WriteOnly | QIODevice::Text)) + return; + + QTextStream lstOut(&lstFile); + QTextStream totVarOut(&totVarFile); + QTextStream ivExtOut(&ivExtFile); + + for (int i(0); i < m_subBound.size(); i++) { + + if (m_subRefLbl[i] != "S") + spkIdx[m_subRefLbl[i]].push_back(i); + + lstLine = m_baseName + "_" + QString::number(m_subBound[i].first / 10) + "_" + QString::number(m_subBound[i].second / 10); + + startSec = m_subBound[i].first / 1000.0; + endSec = m_subBound[i].second / 1000.0; + + lstOut << lstLine << endl; + totVarOut << lstLine << endl; + ivExtOut << lstLine << " " << lstLine << endl; + + sphSubFile = workPath + "data/sph/" + lstLine + ".sph"; + + if (!QFile::exists(sphSubFile)) { + + // creating main audio file if needed + if (!QFile::exists(sphFile)) { + + qDebug() << "Extracting .wav file..."; + program = "avconv"; + args = " -i " + epFName + " -map 0:1 -vn -acodec pcm_s16le -ar 16000 -ac 2 " + waveFile; + out = std::system(qPrintable(program + args)); + qDebug() << "Done."; + + qDebug() << "Converting .wav file to .sph..."; + program = "sox"; + arguments << waveFile << sphFile; + process.start(program, arguments); + process.waitForFinished(); + arguments.clear(); + qDebug() << "Done."; + + QFile::remove(waveFile); + } + + program = "sox"; + arguments << sphFile << sphSubFile << "trim" << QString::number(startSec) << "=" + QString::number(endSec); + process.start(program, arguments); + process.waitForFinished(); + arguments.clear(); + } + } + + qDebug() << "Done."; + + qDebug() << "Parameterizing speech segments..."; + + // parameterizing speech segments + program = "sh"; + arguments << workPath + "01_RUN_feature_extraction.sh"; + process.start(program, arguments); + process.waitForFinished(); + arguments.clear(); + + qDebug() << "Done."; + + qDebug() << "Normalizing parameters..."; + + // normalizing parameters + program = "sh"; + arguments << workPath + "02a_RUN_spro_front-end.sh"; + process.start(program, arguments); + process.waitForFinished(); + arguments.clear(); + + qDebug() << "Done."; + + qDebug() << "Estimating total variability matrix..."; + + // estimating total variability matrix + program = "sh"; + arguments << workPath + "04_RUN_tv_estimation.sh"; + process.start(program, arguments); + process.waitForFinished(); + arguments.clear(); + + qDebug() << "Done."; + + qDebug() << "Extracting i-vector / speech segment..."; + + // extracting i-vectors + program = "sh"; + arguments << workPath + "05_RUN_i-vector_extraction.sh"; + process.start(program, arguments); + process.waitForFinished(); + arguments.clear(); + + qDebug() << "Done."; + + qDebug() << "Gathering i-vectors into X matrix..."; + + // generating X matrix + program = "sh"; + arguments << workPath + "06_RUN_X_mat_generate.sh"; + process.start(program, arguments); + process.waitForFinished(); + arguments.clear(); + + qDebug() << "Done."; + + // initializing X matrix (one i-vec by utterance) + mat X; + X.load(QString("spkDiarization/iv/X.dat").toStdString(), raw_ascii); + + // generating covariance matrices + mat Sigma = cov(X); + m_W = genWMat(spkIdx, X); + + emit setDiarData(X, Sigma, m_W); + + qDebug() << "Cleaning directories..."; + + // cleaning directories + program = "sh"; + arguments << workPath + "00_RUN_clean_directories.sh"; + process.start(program, arguments); + process.waitForFinished(); + arguments.clear(); + + qDebug() << "Done."; +} + +void ProjectModel::extractSpkIVectors(const QString &epFName, bool refSpk) +{ + QString workPath = "spkDiarization/"; + QFile lblFile; + QProcess process; + QString program; + QStringList arguments; + QString args; + int out; + QMap>> speakers; + qreal start, end; + QString speakerLabel; + QString sphFile; + QString waveFile; + QString sphSubFile; + + waveFile = workPath + "data/sph/" + m_baseName + ".wav"; + sphFile = workPath + "data/sph/" + m_baseName + ".sph"; + + // initializing list of local speakers as hypothesized + if (refSpk) + lblFile.setFileName(workPath + "data/ref/seg/" + m_baseName + ".lbl"); + else + lblFile.setFileName(workPath + "lblLocalSegmentation/" + m_baseName + ".lbl"); + + if (!lblFile.open(QIODevice::ReadOnly | QIODevice::Text)) + return; + + QTextStream in(&lblFile); + QMap nSpeakers; + + // regular expression to retrieve pattern name + QRegularExpression re("(.+\\d+\\)?)_.+"); + QString pattLabel; + + // parsing hypotheses file + while (!in.atEnd()) { + + QString line = in.readLine(); + QStringList data = line.split(" "); + + start = data[0].toDouble(); + end = data[1].toDouble(); + speakerLabel = data[2]; + + QRegularExpressionMatch match = re.match(speakerLabel); + if (match.hasMatch()) + pattLabel = match.captured(1); + + if (!speakers.contains(speakerLabel)) + nSpeakers[pattLabel]++; + + // if (nSpeakers[pattLabel] <= 2 && nSpeakers.size() <= 4) + speakers[speakerLabel].push_back(QPair(start, end)); + } + + /* + QMap::const_iterator it1 = nSpeakers.begin(); + + while (it1 != nSpeakers.end()) { + + qDebug() << it1.key() << it1.value(); + + it1++; + } + */ + + // generating audio files corresponding to speech segments + sphFile = workPath + "data/sph/" + m_baseName + ".sph"; + program = "sox"; + + QMap>>::const_iterator it = speakers.begin(); + + while (it != speakers.end()) { + + speakerLabel = it.key(); + // qDebug() << speakerLabel; + + QList> boundaries = it.value(); + + qSort(boundaries); + speakers[speakerLabel] = boundaries; + + for (int i(0); i < boundaries.size(); i++) { + + sphSubFile = workPath + "data/sph/" + m_baseName + "_" + QString::number(boundaries[i].first * 100) + "_" + QString::number(boundaries[i].second * 100) + ".sph"; + + if (!QFile::exists(sphSubFile)) { + + // creating main audio file if needed + if (!QFile::exists(sphFile)) { + + qDebug() << "Extracting .wav file..."; + program = "avconv"; + args = " -i " + epFName + " -map 0:1 -vn -acodec pcm_s16le -ar 16000 -ac 2 " + waveFile; + out = std::system(qPrintable(program + args)); + qDebug() << "Done."; + + qDebug() << "Converting .wav file to .sph..."; + program = "sox"; + arguments << waveFile << sphFile; + process.start(program, arguments); + process.waitForFinished(); + arguments.clear(); + qDebug() << "Done."; + + QFile::remove(waveFile); + } + + arguments << sphFile << sphSubFile << "trim" << QString::number(boundaries[i].first) << "=" + QString::number(boundaries[i].second); + process.start(program, arguments); + process.waitForFinished(); + arguments.clear(); + } + } + + it++; + } + + qDebug() << "Generating audio files corresponding to local speakers..."; + + // generating audio files corresponding to hyhpothesized speakers + QFile lstFile(workPath + "data/data.lst"); + QFile totVarFile(workPath + "ndx/totalvariability.ndx"); + QFile ivExtFile(workPath + "ndx/ivExtractor.ndx"); + + if (!lstFile.open(QIODevice::WriteOnly | QIODevice::Text)) + return; + if (!totVarFile.open(QIODevice::WriteOnly | QIODevice::Text)) + return; + if (!ivExtFile.open(QIODevice::WriteOnly | QIODevice::Text)) + return; + + QTextStream lstOut(&lstFile); + QTextStream totVarOut(&totVarFile); + QTextStream ivExtOut(&ivExtFile); + + it = speakers.begin(); + + while (it != speakers.end()) { + + speakerLabel = it.key(); + QList> boundaries = it.value(); + + for (int i(0); i < boundaries.size(); i++) { + sphSubFile = workPath + "data/sph/" + m_baseName + "_" + QString::number(boundaries[i].first * 100) + "_" + QString::number(boundaries[i].second * 100) + ".sph"; + arguments << sphSubFile; + } + + arguments << workPath + "data/sph/" + m_baseName + "_" + speakerLabel + ".sph"; + lstOut << m_baseName + "_" + speakerLabel << endl; + totVarOut << m_baseName + "_" + speakerLabel << endl; + ivExtOut << m_baseName + "_" + speakerLabel << " " << m_baseName + "_" + speakerLabel << endl; + + process.start(program, arguments); + process.waitForFinished(); + arguments.clear(); + + it++; + } + + qDebug() << "Done."; + + // deleting sph file + QFile::remove(sphFile); + + qDebug() << "Parameterizing speakers..."; + + // parameterizing speaker models + program = "sh"; + arguments << workPath + "01_RUN_feature_extraction.sh"; + process.start(program, arguments); + process.waitForFinished(); + arguments.clear(); + + qDebug() << "Done."; + + qDebug() << "Normalizing parameters..."; + + // normalizing parameters + program = "sh"; + arguments << workPath + "02a_RUN_spro_front-end.sh"; + process.start(program, arguments); + process.waitForFinished(); + arguments.clear(); + + qDebug() << "Done."; + + qDebug() << "Estimating total variability matrix..."; + + // estimating total variability matrix + program = "sh"; + arguments << workPath + "04_RUN_tv_estimation.sh"; + process.start(program, arguments); + process.waitForFinished(); + arguments.clear(); + + qDebug() << "Done."; + + qDebug() << "Extracting i-vector / speaker..."; + + // extracting i-vectors + program = "sh"; + arguments << workPath + "05_RUN_i-vector_extraction.sh"; + process.start(program, arguments); + process.waitForFinished(); + arguments.clear(); + + qDebug() << "Done."; + + qDebug() << "Gathering i-vectors into X matrix..."; + + // generating X matrix + program = "sh"; + arguments << workPath + "06_RUN_X_mat_generate.sh"; + process.start(program, arguments); + process.waitForFinished(); + arguments.clear(); + + qDebug() << "Done."; + + // initializing X matrix (one i-vec by utterance) + mat X; + X.load(QString("spkDiarization/iv/X.dat").toStdString(), raw_ascii); + + // covariance matrices + mat Sigma = cov(X); + + emit setDiarData(X, Sigma, m_W, speakers); + + qDebug() << "Cleaning directories..."; + + // cleaning directories + program = "sh"; + arguments << workPath + "00_RUN_clean_directories.sh"; + process.start(program, arguments); + process.waitForFinished(); + arguments.clear(); + + qDebug() << "Done."; +} + +void ProjectModel::setResolution(const QSize &resolution) +{ + m_episode->setResolution(resolution); +} + +void ProjectModel::setFps(qreal fps) +{ + m_episode->setFps(fps); +} + +void ProjectModel::appendVideoFrame(int id, qint64 position) +{ + VideoFrame *vFrame = new VideoFrame(id, position, m_episode); + m_episode->appendChild(vFrame); +} + +void ProjectModel::initShotLevel(Segment *segment) +{ + Segment *firstVideoFrame = getFirstVideoFrame(segment); + insertShot(firstVideoFrame, Segment::Manual); +} + +void ProjectModel::insertShot(qint64 position, Segment::Source source) +{ + int i(-1); + + // retrieve video frame from the position specified + Segment *segment = m_series; + + while (!dynamic_cast(segment)) { + + // closest segment index to current position + i = segment->childIndexFromPosition(position); + + // select possible children + segment = segment->child(i); + } + + if (!shotLevelCreated(segment)) { + Segment *firstVideoFrame = getFirstVideoFrame(segment); + insertShot(firstVideoFrame, source); + } + + insertShot(segment, source); +} + +void ProjectModel::insertShot(Segment *segment, Segment::Source source) +{ + // no shot already inserted + if (!shotLevelCreated(segment)) { + + // retrieve episode level + Segment *grandParent = segment->parent(); + + // creating new shot + Segment *newParent = new Shot(segment->getPosition(), Shot::Cut, grandParent, source); + + // updating list of frames + QList children = grandParent->getChildren(); + int size = children.size(); + for (int i = 0; i < size; i++) + children[i]->setParent(newParent); + + // assigning to created shot the list of frames + newParent->setChildren(children); + + // assigning shot to episode + grandParent->clearChildren(); + grandParent->appendChild(newParent); + + emit modelChanged(); + } + + // at least one shot already inserted + else { + Segment *prevParent = segment->parent(); + Segment *grandParent = prevParent->parent(); + + // no shot already added at this position + if (segment->getPosition() != prevParent->getPosition()) { + + Segment *newParent = new Shot(segment->getPosition(), Shot::Cut, grandParent, source); + + QList subList1; + QList subList2; + + prevParent->splitChildren(subList1, subList2, segment->row(), newParent); + prevParent->clearChildren(); + prevParent->setChildren(subList1); + newParent->setChildren(subList2); + + grandParent->insertChild(prevParent->row() + 1, newParent); + + if (source == Segment::Manual) + emit positionChanged(segment->getPosition()); + emit modelChanged(); + } + + // shot already added at this position + else if (prevParent->getSource() != source) { + prevParent->setSource(Segment::Both); + + if (source == Segment::Manual) + emit positionChanged(segment->getPosition()); + + emit modelChanged(); + } + } +} + +void ProjectModel::removeShot(Segment *segment, Segment::Source source) +{ + Segment *parent = segment->parent(); + + // row of current shot + int row = segment->row(); + + // shot to delete must not be the first one + if (row != 0) { + Segment *prevSegment = segment->parent()->child(row-1); + QList prevSegmentChildren = prevSegment->getChildren(); + QList segmentChildren = segment->getChildren(); + + prevSegmentChildren.append(segmentChildren); + + // setting parent of merged lists elements + int size = prevSegmentChildren.size(); + for (int i = 0; i < size; i++) + prevSegmentChildren[i]->setParent(prevSegment); + + prevSegment->clearChildren(); + prevSegment->setChildren(prevSegmentChildren); + + parent->removeChild(row); + + if (source == Segment::Manual) + emit positionChanged(prevSegment->getPosition()); + emit modelChanged(); + } +} + +void ProjectModel::labelSimShot(qint64 position, int nCamera, Segment::Source source) +{ + int i(-1); + + // retrieve shot from the position specified + Segment *segment = m_series; + Shot *shot; + + while (!(shot = dynamic_cast(segment))) { + + // closest segment index to current position + i = segment->childIndexFromPosition(position); + + // select possible children + segment = segment->child(i); + } + + shot->setCamera(nCamera, source); +} + +void ProjectModel::processSegmentation(bool checked, bool annot) +{ + if (checked || annot) { + depthFirstToShots(m_series); + emit segmentationRetrieved(); + depthFirstToSpokenFrames(m_series, VideoFrame::Ref); + emit segmentationRetrieved(); + depthFirstToSpokenFrames(m_series, VideoFrame::Hyp1); + emit segmentationRetrieved(); + } + + emit viewSegmentation(checked, annot); +} + +void ProjectModel::retrieveSpeakers(bool checked) +{ + if (checked) { + QList speakers; + retrieveSpeakersList(m_series, speakers, VideoFrame::Ref); + + emit speakersRetrieved(speakers); + } +} + +void ProjectModel::setSpeaker(qint64 start, qint64 end, const QString &speaker, VideoFrame::SpeakerSource source) +{ + for (int position(start); position <= end; position += 40) { + + // retrieve video frame from the current position + Segment *segment = m_series; + VideoFrame *frame; + + while (!(frame = dynamic_cast(segment))) { + + // closest segment index to current position + int i = segment->childIndexFromPosition(position); + + // select possible children + segment = segment->child(i); + } + + frame->setSpeaker(speaker, source); + } +} + +void ProjectModel::resetSpeaker(qint64 prevStart, qint64 prevEnd, qint64 start, qint64 end, bool resetSub, VideoFrame::SpeakerSource source) +{ + QString speaker; + QString sub; + + for (int position(prevStart); position <= prevEnd; position += 40) { + + // retrieve video frame from the current position + Segment *segment = m_series; + VideoFrame *frame; + + while (!(frame = dynamic_cast(segment))) { + + // closest segment index to current position + int i = segment->childIndexFromPosition(position); + + // select possible children + segment = segment->child(i); + } + + speaker = frame->getSpeaker(source); + sub = frame->getSub(); + + frame->setSpeaker("", source); + if (resetSub) + frame->setSub(""); + } + + for (int position(start); position <= end; position += 40) { + + // retrieve video frame from the current position + Segment *segment = m_series; + VideoFrame *frame; + + while (!(frame = dynamic_cast(segment))) { + + // closest segment index to current position + int i = segment->childIndexFromPosition(position); + + // select possible children + segment = segment->child(i); + } + + frame->setSpeaker(speaker, source); + if (resetSub) + frame->setSub(sub); + } +} + +void ProjectModel::exportSubtitles(const QString &fName) +{ + QFile subFile(fName + ".csv"); + + if (!subFile.open(QIODevice::WriteOnly | QIODevice::Text)) + return; + + QTextStream subOut(&subFile); + + QList spkVFrames; + retrieveSpokenVFrames(m_series, spkVFrames, VideoFrame::Ref); + + qint64 start(spkVFrames[0]->getPosition()); + qint64 position(start); + QString sub(spkVFrames[0]->getSub()); + + for (int i(1); i < spkVFrames.size(); i++) { + if (spkVFrames[i]->getSub() != sub) { + subOut << start << "\t" << position << "\t" << sub << "\n"; + start = spkVFrames[i]->getPosition(); + } + sub = spkVFrames[i]->getSub(); + position = spkVFrames[i]->getPosition(); + } + + subOut << start << "\t" << position << "\t" << sub << "\n"; +} + +void ProjectModel::exportGlobSpkRef(const QString &fName) +{ + QFile lblFile(fName + ".lbl"); + QString label; + bool labeled(false); + qreal start; + qreal end; + qreal globStart(m_subBound[m_subBound.size()-1].second / 1000.0); + qreal globEnd(m_subBound[0].first / 1000.0); + + if (!lblFile.open(QIODevice::WriteOnly | QIODevice::Text)) + return; + + QTextStream lblOut(&lblFile); + + // test if utterances have been labelled + int i(0); + + qDebug() << m_subRefLbl.size(); + + while (i < m_subRefLbl.size() && !labeled) { + labeled = (m_subRefLbl[i] != "S"); + i++; + } + + // export .lbl file + for (int i(0); i < m_subRefLbl.size(); i++) { + label = m_subRefLbl[i]; + label.replace(QRegularExpression(" "), "_"); + start = m_subBound[i].first / 1000.0; + end = m_subBound[i].second / 1000.0; + + if (labeled) { + + lblOut << start << " " << end << " " << label << "\n"; + + // updating global speech boundaries + if (start < globStart) + globStart = start; + if (end > globEnd) + globEnd = end; + } + + else { + + lblOut << start << " " << end << " " << "speech" << "\n"; + + // updating global speech boundaries + if (start < globStart) + globStart = start; + if (end > globEnd) + globEnd = end; + } + } + + // export .uem file + QFile uemFile(fName + ".uem"); + + QRegularExpression re(".*/(.+_.+)"); + QRegularExpressionMatch match = re.match(fName); + QString baseName; + + if (match.hasMatch()) + baseName = match.captured(1); + + if (!uemFile.open(QIODevice::WriteOnly | QIODevice::Text)) + return; + + QTextStream uemOut(&uemFile); + uemOut << baseName << " " << 1 << " " << globStart << " " << globEnd << "\n"; +} + +void ProjectModel::exportLocSpkRef(const QString &fName) +{ + QMap>>::const_iterator it(m_shotPatterns.begin()); + QList> currSubs; + int uttIdx; + qreal start; + qreal end; + QString pattLabel; + QString spkLabel; + bool labeled(false); + qreal globStart(m_subBound[m_subBound.size()-1].second / 1000.0); + qreal globEnd(m_subBound[0].first / 1000.0); + + QString locFName = fName; + QString segFName = fName; + segFName.replace(QRegularExpression("local"), "seg"); + + QFile locFile(locFName + ".lbl"); + QFile segFile(segFName + ".lbl"); + + if (!locFile.open(QIODevice::WriteOnly | QIODevice::Text)) + return; + + if (!segFile.open(QIODevice::WriteOnly | QIODevice::Text)) + return; + + QTextStream locOut(&locFile); + QTextStream segOut(&segFile); + + // test if utterances have been labelled + int i(0); + + while (i < m_subRefLbl.size() && !labeled) { + labeled = (m_subRefLbl[i] != "S"); + i++; + } + + // export .lbl file + while (it != m_shotPatterns.end()) { + + pattLabel = it.key(); + currSubs = it.value(); + + for (int i(0); i < currSubs.size(); i++) { + + // index of current utterance + uttIdx = currSubs[i].first; + + // adjusting utterance boundaries to shot pattern ones + QPair pair = adjustSubBoundaries(m_subBound[uttIdx].first, m_subBound[uttIdx].second, m_strictShotPattBound[pattLabel]); + + // setting utterance boundaries + start = static_cast(pair.first) / 1000.0; + end = static_cast(pair.second) / 1000.0; + + // speaker label + spkLabel = m_subRefLbl[uttIdx]; + spkLabel.replace(QRegularExpression(" "), "_"); + + // write out data + if (labeled) { + + segOut << start << " " << end << " " << (pattLabel + "_" + spkLabel ) << "\n"; + locOut << start << " " << end << " " << spkLabel << "\n"; + + + // updating global speech boundaries + if (start < globStart) + globStart = start; + if (end > globEnd) + globEnd = end; + } + } + + it++; + } + + // export .uem file + QFile uemFile(fName + ".uem"); + + QRegularExpression re(".*/(.+_.+)"); + QRegularExpressionMatch match = re.match(fName); + QString baseName; + + if (match.hasMatch()) + baseName = match.captured(1); + + if (!uemFile.open(QIODevice::WriteOnly | QIODevice::Text)) + return; + + QTextStream uemOut(&uemFile); + uemOut << baseName << " " << 1 << " " << globStart << " " << globEnd << "\n"; +} + +QPair ProjectModel::adjustSubBoundaries(qint64 subStart, qint64 subEnd, QList> shotPattBound) +{ + bool found(false); + int i(0); + + while (i < shotPattBound.size() && !found) { + + // truncate utterance at the beginning + if (subStart < shotPattBound[i].first && subEnd > shotPattBound[i].first) { + subStart = shotPattBound[i].first; + found = true; + } + + // utterance included in shot + else if (subStart >= shotPattBound[i].first && subEnd <= shotPattBound[i].second) + found = true; + + // truncate utterance at the end + else if (subStart < shotPattBound[i].second && subEnd > shotPattBound[i].second) { + subEnd = shotPattBound[i].second; + found = true; + } + i++; + } + + return QPair(subStart, subEnd); +} + +void ProjectModel::improveSpkDiar() +{ + QMap speakers; + QMap> speakerList; + QMap>::const_iterator shotIt; + int totSegment; + + nFramesByCamLabel(m_series, speakerList, Segment::Automatic, VideoFrame::Hyp2); + + shotIt = speakerList.constBegin(); + QMap::const_iterator spkIt; + + while (shotIt != speakerList.constEnd()) { + QString label = shotIt.key(); + speakers = shotIt.value(); + + totSegment = 0; + + qDebug() << label; + + spkIt = speakers.constBegin(); + while (spkIt != speakers.constEnd()) { + totSegment += spkIt.value(); + spkIt++; + } + + spkIt = speakers.constBegin(); + while (spkIt != speakers.constEnd()) { + + qDebug() << spkIt.key() << spkIt.value() / static_cast(totSegment) * 100; + + spkIt++; + } + + qDebug() << ""; + + shotIt++; + } +} + +void ProjectModel::retrieveShotSub(qint64 position) +{ + QMap>>::const_iterator it = m_shotPattBound.begin(); + QList> bounds; + QList> subFeatures; + QList> subFeaturesShot1; + QList> subFeaturesShot2; + QString pattLabel; + QStringList shotLabels; + QStringList labels1; + QStringList labels2; + bool found(false); + + // retrieving current shot pattern + while (!found && it != m_shotPattBound.end()) { + bounds = it.value(); + + int i(0); + while (!found && i < bounds.size()) { + if (position >= bounds[i].first && position <= bounds[i].second) { + pattLabel = it.key(); + subFeatures = m_shotPatterns[pattLabel]; + found = true; + } + i++; + } + it++; + } + + // remove aditional characters from pattern label + QRegularExpression openPar(QRegularExpression::escape("(")); + QRegularExpression closePar(QRegularExpression::escape(")")); + + pattLabel.replace(openPar, ""); + pattLabel.replace(closePar, ""); + + // split the pattern into its two components + shotLabels = pattLabel.split("_"); + + if (shotLabels.size() == 2) { + labels1 = shotLabels[0].split("|"); + labels2 = shotLabels[1].split("|"); + } + + // retrieving utterances of each pattern shot + for (int i(0); i < subFeatures.size(); i++) { + + // loop over first series of equivalent shots + for (int j(0); j < labels1.size(); j++) + if (m_shotUtterances[labels1[j]].contains(subFeatures[i])) + subFeaturesShot1.push_back(subFeatures[i]); + + // loop over second series of equivalent shots + for (int j(0); j < labels2.size(); j++) + if (m_shotUtterances[labels2[j]].contains(subFeatures[i])) + subFeaturesShot2.push_back(subFeatures[i]); + } + + emit getCurrentPattern(subFeatures); + emit getPatternFirstShot(subFeaturesShot1); + emit getPatternSecondShot(subFeaturesShot2); +} + +void ProjectModel::currentSub(qint64 position) +{ + bool found(false); + int iSup(m_subBound.size()-1); + int iInf(0); + int iMed(-1); + + while (!found && iSup >= iInf) { + iMed = (iSup + iInf) / 2; + if (position >= m_subBound[iMed].first && position <= m_subBound[iMed].second) + found = true; + else if (position < m_subBound[iMed].first) + iSup = iMed - 1; + else if (position > m_subBound[iMed].second) + iInf = iMed + 1; + } + + if (!found) + iMed = -1; + + emit currentSubtitle(iMed); +} + +void ProjectModel::playSubtitle(QList utter) +{ + QList> utterances; + + for (int i(0); i < utter.size(); i++) + utterances.push_back(QPair(m_subBound[utter[i]].first, m_subBound[utter[i]].second)); + emit playSegments(utterances); +} + +void ProjectModel::playSeg(QList> segments) +{ + emit playSegments(segments); +} + +/////////////////////////////////////// +// test if shot level already exists // +/////////////////////////////////////// + +bool ProjectModel::shotLevelCreated(Segment *segment) +{ + Shot *shot = 0; + + // searching among parent segments + while (segment != 0 && !(shot = dynamic_cast(segment))) + segment = segment->parent(); + + if (segment == 0) + return false; + + return true; +} + +///////////////////////// +// returns first frame // +///////////////////////// + +Segment * ProjectModel::getFirstVideoFrame(Segment *segment) +{ + VideoFrame *frame = 0; + + // segment is already a frame + if ((frame = dynamic_cast(segment))) + return frame->parent()->child(0); + + // segment is not a frame: retrieving first frame among children + else + while (!(frame = dynamic_cast(segment))) + segment = segment->child(0); + + return frame; +} + +void ProjectModel::depthFirstToShots(Segment *segment) const +{ + if ((dynamic_cast(segment))) + emit getShot(segment); + + for (int i(0); i < segment->childCount(); i++) + depthFirstToShots(segment->child(i)); +} + +void ProjectModel::depthFirstToSpokenFrames(Segment *segment, VideoFrame::SpeakerSource source) const +{ + VideoFrame *vFrame; + QString speaker; + + if ((vFrame = dynamic_cast(segment))) + emit getSpokenFrame(vFrame->getPosition(), vFrame->getSub(), vFrame->getSpeaker(source)); + + for (int i(0); i < segment->childCount(); i++) + depthFirstToSpokenFrames(segment->child(i), source); +} + +void ProjectModel::retrieveShotPositions(Segment *segment, QList &shotPositions) const +{ + if ((dynamic_cast(segment))) + shotPositions.push_back(segment->getPosition()); + + for (int i(0); i < segment->childCount(); i++) + retrieveShotPositions(segment->child(i), shotPositions); +} + +void ProjectModel::retrieveSimCamLabels(Segment *segment, QList &autCamLabels, QList &manCamLabels) const +{ + if ((dynamic_cast(segment))) { + autCamLabels.push_back(segment->getCamera(Segment::Automatic)); + manCamLabels.push_back(segment->getCamera(Segment::Manual)); + } + + for (int i(0); i < segment->childCount(); i++) + retrieveSimCamLabels(segment->child(i), autCamLabels, manCamLabels); +} + +void ProjectModel::nFramesByCamLabel(Segment *segment, QMap> &speakerList, Segment::Source vSource, VideoFrame::SpeakerSource sSource) const +{ + Shot *shot; + QString label; + QMap shotSpeakers; + QMap currSpeakers; + QMap::const_iterator it; + + if ((shot = dynamic_cast(segment))) { + + label = "C" + QString::number(shot->getCamera(vSource)); + + if (label != "C-1" && !(shotSpeakers = shot->getSpeakerList(sSource)).isEmpty()) { + currSpeakers = speakerList.value(label); + + it = shotSpeakers.constBegin(); + + while (it != shotSpeakers.constEnd()) { + currSpeakers.insert(it.key(), currSpeakers.value(it.key()) + it.value()); + it++; + } + + speakerList.insert(label, currSpeakers); + } + } + + for (int i(0); i < segment->childCount(); i++) + nFramesByCamLabel(segment->child(i), speakerList, vSource, sSource); +} + +void ProjectModel::retrieveSpokenVFrames(Segment *segment, QList &spkVFrames, VideoFrame::SpeakerSource source) const +{ + VideoFrame *frame; + + if ((frame = dynamic_cast(segment)) && + !frame->getSpeaker(source).isEmpty() && + !frame->getSub().isEmpty()) + spkVFrames.push_back(frame); + + for (int i(0); i < segment->childCount(); i++) + retrieveSpokenVFrames(segment->child(i), spkVFrames, source); +} + +void ProjectModel::retrieveVFrames(Segment *segment, QList &vFrames) const +{ + VideoFrame *frame; + + if ((frame = dynamic_cast(segment))) + vFrames.push_back(frame); + + for (int i(0); i < segment->childCount(); i++) + retrieveVFrames(segment->child(i), vFrames); +} + +void ProjectModel::retrieveSpeakersList(Segment *segment, QList &speakers, VideoFrame::SpeakerSource source) const +{ + VideoFrame *frame; + + if ((frame = dynamic_cast(segment))) + speakers.push_back(frame->getSpeaker(source)); + + for (int i(0); i < segment->childCount(); i++) + retrieveSpeakersList(segment->child(i), speakers, source); +} + +arma::mat ProjectModel::genWMat(QMap> spkIdx, const arma::mat &X) +{ + // computing W + mat W; + + if (spkIdx.size() > 0) { + + int nUtter(m_subBound.size()); + umat spkRows = zeros(spkIdx.size(), nUtter); + + QMap>::const_iterator it = spkIdx.begin(); + + int i(0); + + while (it != spkIdx.end()) { + + QList indices = it.value(); + + for (int j(0); j < indices.size(); j++) + spkRows(i, indices[j]) = 1; + + it++; + i++; + } + + int m(X.n_rows); + int n(X.n_cols); + int nSpk(spkRows.n_rows); + + W.zeros(n, n); + + // looping over the speakers + for (int i(0); i < nSpk; i++) { + + // index of current speaker utterances in X matrix + umat idx = find(spkRows.row(i)); + + // number of current speaker utterances + int nUtt(idx.n_rows); + + // submatrix of vectorized speaker utterances + mat S = X.rows(idx); + + // speaker covariance matrix + mat C = zeros(n, n); + + // mean vector of speaker utterance vectors + mat mu = mean(S); + + // looping over speaker utterances + for (int j(0); j < nUtt; j++) { + mat dev = S.row(j) - mu; + C += dev.t() * dev; + } + + // updating W + W += C; + } + + // normalizing W + W /= m; + } + + else + W = cov(X); + + return W; +} diff --git a/ProjectModel.h b/ProjectModel.h new file mode 100644 index 0000000..a97b552 --- /dev/null +++ b/ProjectModel.h @@ -0,0 +1,148 @@ +#ifndef PROJECTMODEL_H +#define PROJECTMODEL_H + +#include +#include +#include + +#include +#include + +#include + +#include "Series.h" +#include "Segment.h" +#include "Episode.h" +#include "VideoFrame.h" +#include "MovieAnalyzer.h" + +class ProjectModel: public QAbstractItemModel +{ + Q_OBJECT + + public: + ProjectModel(QObject *parent = 0); + ~ProjectModel(); + bool save(const QString &fName); + bool load(const QString &fName); + + QModelIndex index(int row, int column, const QModelIndex &parent = QModelIndex()) const; + QModelIndex parent(const QModelIndex &child = QModelIndex()) const; + QVariant data(const QModelIndex &index, int role) const; + int rowCount(const QModelIndex &parent = QModelIndex()) const; + int columnCount(const QModelIndex &parent = QModelIndex()) const; + QVariant headerData(int section, Qt::Orientation orientation, int role) const; + Qt::ItemFlags flags(const QModelIndex &index) const; + QModelIndex indexFromSegment(Segment *segment) const; + int getDepth() const; + QModelIndex getShotParentIndex() const; + + void setModel(const QString &name, const QString &seriesName, int seasNbr, int epNbr, const QString &epName, const QString &epFName); + bool appendModel(int seasNbr, int epNbr, const QString &epName, const QString &epFName); + bool insertSubtitles(const QString &subFName); + bool speakerDiarization(const QString &subFName, VideoFrame::SpeakerSource source); + bool localSpkDiar(bool baseline, UtteranceTree::DistType dist, bool norm, UtteranceTree::AgrCrit agr, UtteranceTree::PartMeth partMeth, bool weight, bool sigma); + bool globalSpkDiar(); + void extractShots(QString fName, int histoType, int nVBins, int nHBins, int nSBins, int metrics, qreal threshold1, qreal threshold2, int nVBlock, int nHBlock, bool iterate); + void labelSimilarShots(QString fName, int histoType, int nVBins, int nHBins, int nSBins, int metrics, qreal maxDist, int windowSize, int nVBlock, int nHBlock, bool iterate); + qreal evaluateShotDetection(bool displayResults, qreal thresh1, qreal thresh2) const; + qreal evaluateSimShotDetection(bool displayResults, qreal thresh1, qreal thresh2) const; + int retrieveShotPrevPositions(qint64 position, QList &shotPositions); + void reset(); + QString getName() const; + QString getBaseName() const; + QString getSeriesName() const; + void setSpkDiar(const QString &epFName); + + public slots: + void setResolution(const QSize &resolution); + void setFps(qreal fps); + void appendVideoFrame(int id, qint64 position); + void initShotLevel(Segment *segment); + void insertShot(qint64 position, Segment::Source); + void insertShot(Segment *segment, Segment::Source); + void removeShot(Segment *segment, Segment::Source source); + void processSegmentation(bool checked, bool annot); + void retrieveSpeakers(bool checked); + void labelSimShot(qint64 position, int nCamera, Segment::Source source); + void setSpeaker(qint64 start, qint64 end, const QString &speaker, VideoFrame::SpeakerSource source); + void resetSpeaker(qint64 prevStart, qint64 prevEnd, qint64 start, qint64 end, bool resetSub, VideoFrame::SpeakerSource source); + void exportSubtitles(const QString &fName); + void improveSpkDiar(); + void retrieveShotSub(qint64 position); + void playSubtitle(QList utter); + void playSeg(QList> segments); + void currentSub(qint64 position); + void extractIVectors(bool ubm, const QString &epFName); + void extractSpkIVectors(const QString &epFName, bool refSpk); + + signals: + void modelChanged(); + void positionChanged(qint64 position); + void truePositive(qint64 position); + void falsePositive(qint64 position); + void getShot(Segment *shot) const; + void segmentationRetrieved(); + void getSpokenFrame(qint64 position, const QString &sub, const QString &speaker) const; + void viewSegmentation(bool checked, bool annot); + void speakersRetrieved(QList speakers); + void getCurrentPattern(const QList> &subFeatures); + void getPatternFirstShot(const QList> &subFeatures); + void getPatternSecondShot(const QList> &subFeatures); + void playSegments(QList> utterances); + void currentSubtitle(int subIdx); + void setDiarData(const arma::mat &E, const arma::mat &Sigma, const arma::mat &W); + void setDiarData(const arma::mat &E, const arma::mat &Sigma, const arma::mat &W, QMap>> speakers); + + private: + void eraseSubtitles(Segment *segment); + void clearSpeaker(Segment *segment, VideoFrame::SpeakerSource source); + bool shotLevelCreated(Segment *segment); + Segment * getFirstVideoFrame(Segment *segment); + qreal computePrecision(int tp, int fp) const; + qreal computeRecall(int tp, int fn) const; + qreal computeFScore(qreal precision, qreal recall) const; + qreal computeAccuracy(int tp, int fp, int fn, int tn) const; + void resetShotsToManual(Segment *segment, QList &toRemove); + void resetAutoCameraLabels(Segment *segment); + void depthFirstToShots(Segment *segment) const; + void depthFirstToSpokenFrames(Segment *segment, VideoFrame::SpeakerSource source) const; + void retrieveShotPositions(Segment *segment, QList &shotPositions) const; + void retrieveSimCamLabels(Segment *segment, QList &autCamLabels, QList &manCamLabels) const; + void nFramesByCamLabel(Segment *segment, QMap> &speakerList, Segment::Source vSource, VideoFrame::SpeakerSource sSource) const; + void retrieveSpokenVFrames(Segment *segment, QList &spkVFrames, VideoFrame::SpeakerSource source) const; + void retrieveVFrames(Segment *segment, QList &vFrames) const; + void retrieveSpeakersList(Segment *segment, QList &speakers, VideoFrame::SpeakerSource source) const; + void retrieveShotUtterances(); + void retrieveShotPatterns(); + void retrieveShotLabels(Segment *segment, QList &shotLabels) const; + void retrieveSubPositionsLabels(QList &subStarts, QList &subEnds, QList &subRefLbl) const; + bool testShotPattern(const QList &lblWindow, int pattSize); + QPair adjustSubBoundaries(qint64 subStart, qint64 subEnd, QList> shotPattBound); + QString normalizedPattern(const QString &firstLabel, const QString &secondLabel); + QString mergePatterns(QString firstLabel, QString secondLabel, QList> list1, QList> list2, QList> &mergedList); + QString completePatternLabel(const QString &label, QMap>> shotPatterns); + bool interPatterns(QString firstLabel, QString secondLabel); + QStringList appendStringList(const QStringList &list1, const QStringList &list2); + void mergePatternBoundaries(QMap>> &shotPattBound); + void exportGlobSpkRef(const QString &fName); + void exportLocSpkRef(const QString &fName); + arma::mat genWMat(QMap> spkIdx, const arma::mat &X); + + QString m_name; + QString m_baseName; + Series *m_series; + Episode *m_episode; + MovieAnalyzer *m_movieAnalyzer; + QList> m_subBound; + QMap>> m_shotUtterances; + QMap>> m_shotPatterns; + QMap>> m_shotPattBound; + QMap>> m_strictShotPattBound; + QList m_subRefLbl; + + cv::VideoCapture m_cap; + arma::mat m_W; +}; + +#endif diff --git a/ResultsDialog.cpp b/ResultsDialog.cpp new file mode 100644 index 0000000..a1fc782 --- /dev/null +++ b/ResultsDialog.cpp @@ -0,0 +1,60 @@ +#include "ResultsDialog.h" + +#include +#include +#include + +ResultsDialog::ResultsDialog(qreal thresh1, qreal thresh2, int tp, int fp, int fn, int tn, qreal precision, qreal recall, qreal fScore, qreal accuracy, QWidget *parent) + : QDialog(parent) +{ + setWindowTitle("Thresholds: " + QString::number(thresh1) + " - " + QString::number(thresh2)); + + QLabel *refText = new QLabel("Ref."); + QLabel *hypText = new QLabel("Hyp."); + QLabel *yes1 = new QLabel("yes"); + QLabel *no1 = new QLabel("no"); + QLabel *yes2 = new QLabel("yes"); + QLabel *no2 = new QLabel("no"); + QLabel *tpLab = new QLabel(QString::number(tp)); + QLabel *fpLab = new QLabel(QString::number(fp)); + QLabel *fnLab = new QLabel(QString::number(fn)); + QLabel *tnLab = new QLabel(QString::number(tn)); + QLabel *precLab = new QLabel("Precision:"); + QLabel *recLab = new QLabel("Recall:"); + QLabel *fScLab = new QLabel("F-Score:"); + QLabel *accLab = new QLabel("Accuracy:"); + QLabel *prec = new QLabel(QString::number(precision, 'g', 3)); + QLabel *rec = new QLabel(QString::number(recall, 'g', 3)); + QLabel *fSc = new QLabel("" + QString::number(fScore, 'g', 3) + ""); + QLabel *acc = new QLabel(QString::number(accuracy, 'g', 3)); + + QGridLayout *layout = new QGridLayout; + layout->setColumnMinimumWidth(2, 50); + layout->setColumnMinimumWidth(3, 50); + layout->addWidget(refText, 0, 2, 1, 2, Qt::AlignHCenter); + layout->addWidget(hypText, 2, 0, 2, 1, Qt::AlignVCenter); + layout->addWidget(yes1, 1, 2, Qt::AlignHCenter); + layout->addWidget(no1, 1, 3, Qt::AlignHCenter); + layout->addWidget(yes2, 2, 1, Qt::AlignHCenter); + layout->addWidget(no2, 3, 1, Qt::AlignHCenter); + layout->addWidget(tpLab, 2, 2, Qt::AlignHCenter); + layout->addWidget(fpLab, 2, 3, Qt::AlignHCenter); + layout->addWidget(fnLab, 3, 2, Qt::AlignHCenter); + layout->addWidget(tnLab, 3, 3, Qt::AlignHCenter); + + layout->addWidget(precLab, 4, 0, 1, 2); + layout->addWidget(prec, 4, 2, 1, 2, Qt::AlignRight); + layout->addWidget(recLab, 5, 0, 1, 2); + layout->addWidget(rec, 5, 2, 1, 2, Qt::AlignRight); + layout->addWidget(fScLab, 6, 0, 1, 2); + layout->addWidget(fSc, 6, 2, 1, 2, Qt::AlignRight); + layout->addWidget(accLab, 7, 0, 1, 2); + layout->addWidget(acc, 7, 2, 1, 2, Qt::AlignRight); + + QDialogButtonBox *buttonBox = new QDialogButtonBox(QDialogButtonBox::Ok); + layout->addWidget(buttonBox, 8, 0, 1, 4, Qt::AlignHCenter); + + setLayout(layout); + + connect(buttonBox, SIGNAL(accepted()), SLOT(accept())); +} diff --git a/ResultsDialog.h b/ResultsDialog.h new file mode 100644 index 0000000..bea827f --- /dev/null +++ b/ResultsDialog.h @@ -0,0 +1,14 @@ +#ifndef RESULTSDIALOG_H +#define RESULTSDIALOG_H + +#include + +class ResultsDialog: public QDialog +{ + public: + ResultsDialog(qreal thresh1, qreal thresh2, int tp, int fp, int fn, int tn, qreal precision, qreal recall, qreal fScore, qreal accuracy, QWidget *parent = 0); + + private: +}; + +#endif diff --git a/Scene.cpp b/Scene.cpp new file mode 100644 index 0000000..afe3bf6 --- /dev/null +++ b/Scene.cpp @@ -0,0 +1,41 @@ +#include "Scene.h" + +Scene::Scene(Segment *parentSegment) + : Segment(parentSegment) +{ +} + +Scene::Scene(qint64 position, bool manual, Segment *parentSegment, const QString &name, Segment::Source source) + : Segment(position, parentSegment, source), + m_manual(manual), + m_name(name) +{ +} + +Scene::~Scene() +{ +} + +void Scene::read(const QJsonObject &json) +{ + m_manual = json["man"].toBool(); + m_name = json["name"].toString(); + Segment::read(json); +} + +void Scene::write(QJsonObject &json) const +{ + json["man"] = m_manual; + json["name"] = m_name; + Segment::write(json); +} + +QString Scene::display() const +{ + return "Scene " + QString::number(row()+1); +} + +int Scene::getNumber() const +{ + return row() + 1; +} diff --git a/Scene.h b/Scene.h new file mode 100644 index 0000000..4c43d2d --- /dev/null +++ b/Scene.h @@ -0,0 +1,24 @@ +#ifndef SCENE_H +#define SCENE_H + +#include + +#include "Segment.h" + +class Scene: public Segment +{ + public: + Scene(Segment *parentSegment); + Scene(qint64 position, bool manual, Segment *parentSegment, const QString &name = QString(), Segment::Source source = Segment::Manual); + ~Scene(); + void read(const QJsonObject &json); + void write(QJsonObject &json) const; + QString display() const; + int getNumber() const; + + private: + bool m_manual; + QString m_name; +}; + +#endif diff --git a/Season.cpp b/Season.cpp new file mode 100644 index 0000000..ebcdf7d --- /dev/null +++ b/Season.cpp @@ -0,0 +1,38 @@ +#include "Season.h" + +Season::Season(Segment *parentSegment) + : Segment(parentSegment) +{ +} + +Season::Season(int number, Segment *parentSegment, qint64 position, Segment::Source source) + : Segment(position, parentSegment, source), + m_number(number) +{ +} + +Season::~Season() +{ +} + +void Season::read(const QJsonObject &json) +{ + m_number = json["nb"].toInt(); + Segment::read(json); +} + +void Season::write(QJsonObject &json) const +{ + json["nb"] = m_number; + Segment::write(json); +} + +QString Season::display() const +{ + return "Season " + QString::number(m_number); +} + +int Season::getNumber() const +{ + return m_number; +} diff --git a/Season.h b/Season.h new file mode 100644 index 0000000..1d513dd --- /dev/null +++ b/Season.h @@ -0,0 +1,24 @@ +#ifndef SEASON_H +#define SEASON_H + +#include + +#include "Segment.h" + +class Season: public Segment +{ + public: + Season(Segment *parentSegment); + Season(int number, Segment *parentSegment, qint64 position = 0, Segment::Source source = Segment::Manual); + ~Season(); + void read(const QJsonObject &json); + void write(QJsonObject &json) const; + QString display() const; + + int getNumber() const; + + private: + int m_number; +}; + +#endif diff --git a/Segment.cpp b/Segment.cpp new file mode 100644 index 0000000..436fa51 --- /dev/null +++ b/Segment.cpp @@ -0,0 +1,301 @@ +#include +#include +#include +#include + +#include "Segment.h" +#include "Season.h" +#include "Episode.h" +#include "Scene.h" +#include "Shot.h" +#include "VideoFrame.h" + +Segment::Segment(Segment *parentSegment) + : m_parentSegment(parentSegment) +{ +} + +Segment::Segment(qint64 position, Segment *parentSegment, Source source) + : m_position(position), + m_source(source), + m_parentSegment(parentSegment) +{ +} + +Segment::~Segment() +{ + qDeleteAll(m_childSegments); +} + +void Segment::read(const QJsonObject &json) +{ + m_position = json["pos"].toInt(); + + m_source = static_cast(json["source"].toInt()); + + m_childSegments.clear(); + QJsonArray segArray; + QStringList segList; + segList << "seasons" << "episodes" << "scenes" << "shots" << "vFrames"; + + for (int i = 0; i < segList.size(); i++) + if (json.contains(segList[i])) { + segArray = json[segList[i]].toArray(); + for (int j = 0; j < segArray.size(); j++) { + QJsonObject segObject = segArray[j].toObject(); + Segment *segment = 0; + + if (segList[i] == "seasons") + segment = new Season(this); + else if (segList[i] == "episodes") + segment = new Episode(this); + else if (segList[i] == "scenes") + segment = new Scene(this); + else if (segList[i] == "shots") + segment = new Shot(this); + else if (segList[i] == "vFrames") + segment = new VideoFrame(this); + + segment->read(segObject); + appendChild(segment); + } + break; + } + + return; +} + +void Segment::write(QJsonObject &json) const +{ + json["pos"] = m_position; + json["source"] = m_source; + + if (childCount() > 0) { + QString segType = "segments"; + if (dynamic_cast(m_childSegments[0])) + segType = "seasons"; + else if (dynamic_cast(m_childSegments[0])) + segType = "episodes"; + else if (dynamic_cast(m_childSegments[0])) + segType = "scenes"; + else if (dynamic_cast(m_childSegments[0])) + segType = "shots"; + else if (dynamic_cast(m_childSegments[0])) + segType = "vFrames"; + + QJsonArray segArray; + foreach (Segment *segment, m_childSegments) { + QJsonObject segObject; + segment->write(segObject); + segArray.append(segObject); + } + + json[segType] = segArray; + } + + return; +} + +//////////////////////////////////////// +// methods dedicated to tree handling // +//////////////////////////////////////// + +Segment * Segment::child(int row) +{ + return m_childSegments.value(row); +} + +void Segment::appendChild(Segment *childSegment) +{ + m_childSegments.append(childSegment); +} + +void Segment::insertChild(int row, Segment *segment) +{ + m_childSegments.insert(row, segment); +} + +void Segment::removeChild(int row) +{ + m_childSegments.removeAt(row); +} + +int Segment::childCount() const +{ + return m_childSegments.count(); +} + +int Segment::row() const +{ + if (m_parentSegment) + return m_parentSegment->m_childSegments.indexOf(const_cast(this)); + + return 0; +} + +Segment * Segment::parent() +{ + return m_parentSegment; +} + +void Segment::splitChildren(QList &subList1, QList &subList2, int pos, Segment *newParent) +{ + int size = childCount(); + + for (int i = 0; i < size; i++) { + if (i < pos) + subList1.append(m_childSegments[i]); + else { + m_childSegments[i]->setParent(newParent); + subList2.append(m_childSegments[i]); + } + } +} + +/////////////// +// modifiers // +/////////////// + +void Segment::setPosition(qint64 position) +{ + m_position = position; +} + +void Segment::setChildren(const QList &children) +{ + m_childSegments = children; +} + +void Segment::setParent(Segment *parent) +{ + m_parentSegment = parent; +} + +void Segment::setSource(Source source) +{ + m_source = source; +} + +void Segment::clearChildren() +{ + m_childSegments.clear(); +} + +/////////////// +// accessors // +/////////////// + +QString Segment::getFormattedPosition() const +{ + QString m_timeFormat; + int ms = m_position % 1000; + int secPos = m_position / 1000; + + QTime totalTime((secPos / 3600) % 60, (secPos / 60) % 60, secPos % 60, ms); + + if (secPos > 3600) + m_timeFormat = "hh:mm:ss.zzz"; + else + m_timeFormat = "mm:ss.zzz"; + + return totalTime.toString(m_timeFormat); +} + +qint64 Segment::getPosition() const +{ + return m_position; +} + +QList Segment::getChildren() const +{ + return m_childSegments; +} + +void Segment::setEnd(qint64 end) +{ + Q_UNUSED(end); +} + +int Segment::getNumber() const +{ + return -1; +} + +qint64 Segment::getEnd() const +{ + return -1; +} + +QString Segment::getLabel() const +{ + return QString(); +} + +void Segment::setLabel(const QString &label) +{ + Q_UNUSED(label); +} + +int Segment::getCamera(Segment::Source source) const +{ + Q_UNUSED(source); + + return -1; +} + +int Segment::getHeight() const +{ + if (childCount() == 0) + return 0; + + return 1 + m_childSegments[0]->getHeight(); +} + +Segment::Source Segment::getSource() const +{ + return m_source; +} + +void Segment::containsSpeech(bool &flag) const +{ + VideoFrame *vFrame; + Segment *tmp = const_cast(this); + + if ((vFrame = dynamic_cast(tmp)) && !vFrame->getSpeaker(VideoFrame::Ref).isEmpty()) { + flag = true; + return; + } + else + for (int i(0); i < tmp->childCount(); i++) + tmp->child(i)->containsSpeech(flag); +} + +int Segment::childIndexFromPosition(qint64 position) +{ + int size = childCount(); + bool found = false; + int iSup(size-1); + int iInf(0); + int iMed(-1); + qreal currPosition; + + while (!found && iSup >= iInf) { + iMed = (iSup + iInf) / 2; + currPosition = m_childSegments[iMed]->getPosition(); + if (position == currPosition) + found = true; + else if (position < currPosition) + iSup = iMed - 1; + else if (position > currPosition) + iInf = iMed + 1; + } + + // adjust index if element not found + while (iMed < size-1 && m_childSegments[iMed]->getPosition() <= position) + iMed++; + + while (iMed > 0 && m_childSegments[iMed]->getPosition() > position) + iMed--; + + return iMed; +} diff --git a/Segment.h b/Segment.h new file mode 100644 index 0000000..dcdc7f3 --- /dev/null +++ b/Segment.h @@ -0,0 +1,62 @@ +#ifndef SEGMENT_H +#define SEGMENT_H + +#include +#include +#include + +class Segment +{ + public: + enum Source { + Manual, Automatic, Both + }; + + Segment(Segment *parent = 0); + Segment(qint64 position = 0, Segment *parent = 0, Source source = Manual); + virtual ~Segment(); + virtual void read(const QJsonObject &json); + virtual void write(QJsonObject &json) const; + + Segment *child(int row); + void appendChild(Segment *childSegment); + void insertChild(int row, Segment *segment); + void removeChild(int row); + int childCount() const; + virtual QString display() const = 0; + int row() const; + Segment *parent(); + Segment *getNextSegment(); + + qint64 getPosition() const; + QString getFormattedPosition() const; + QList getChildren() const; + int getHeight() const; + Source getSource() const; + void containsSpeech(bool &flag) const; + void setPosition(qint64 position); + void setSource(Source source); + + void setChildren(const QList &children); + void setParent(Segment *parent); + int childIndexFromPosition(qint64 position); + void clearChildren(); + void splitChildren(QList &subList1, QList &subList2, int pos, Segment *newParent); + + virtual void setEnd(qint64 end); + virtual int getNumber() const; + virtual qint64 getEnd() const; + virtual QString getLabel() const; + virtual void setLabel(const QString &label); + virtual int getCamera(Segment::Source source) const; + + protected: + qint64 m_position; + Source m_source; + QList m_childSegments; + + private: + Segment *m_parentSegment; +}; + +#endif diff --git a/SegmentMonitor.cpp b/SegmentMonitor.cpp new file mode 100644 index 0000000..3dbd25b --- /dev/null +++ b/SegmentMonitor.cpp @@ -0,0 +1,799 @@ +#include +#include + +#include +#include +#include +#include +#include +#include +#include +#include +#include + +#include +#include +#include + +#include "SegmentMonitor.h" + +SegmentMonitor::SegmentMonitor(QWidget *parent) + : QWidget(parent), + m_step(40), + m_segmentHeight(4), + m_duration(1), + m_idxColor(0), + m_annotMode(false), + m_prevPosition(-1) +{ + resize(75000, 140); + + // contextual menu containing speaker as manually annotated + QFont boldFont = QGuiApplication::font(); + boldFont.setBold(true); + + m_newSpeakerAct = new QAction(tr("Add new speaker"), this); + m_endAct = new QAction(tr("End"), this); + + m_endAct->setFont(boldFont); + m_newSpeakerAct->setFont(boldFont); + + setContextMenuPolicy(Qt::CustomContextMenu); + m_speakers = new QMenu; + + m_speakers->addAction(m_newSpeakerAct); + m_speakers->addAction(m_endAct); + m_speakers->addSeparator(); + + m_colors << QColor(219, 213, 185) << QColor(224, 199, 30); + m_colors << QColor(186, 22, 63) << QColor(255, 250, 129); + m_colors << QColor(181, 225, 174) << QColor(154, 206, 223); + m_colors << QColor(249, 149, 51) << QColor(252, 169, 133); + m_colors << QColor(193, 179, 215) << QColor(116, 161, 97); + m_colors << QColor(133, 202, 93) << QColor(72, 181, 163); + m_colors << QColor(69, 114, 147) << QColor(249, 150, 182); + m_colors << QColor(117, 137, 191) << QColor(84, 102, 84); + reset(); + + connect(this, SIGNAL(customContextMenuRequested(const QPoint&)), + this, SLOT(showContextMenu(const QPoint&))); + connect(m_newSpeakerAct, SIGNAL(triggered()), this, SLOT(addNewSpeaker())); + connect(m_endAct, SIGNAL(triggered()), this, SLOT(endOfAnnotation())); +} + +void SegmentMonitor::reset() +{ + for (int i(0); i < m_segmentationList.size(); i++) + m_segmentationList[i].clear(); + m_segmentationList.clear(); + m_currList.clear(); + m_lastStart = 0; + m_currPosition = 0; + m_idxColor = 0; + m_currText = QString(); + m_currSpeaker = QString(); + m_segColors.insert(QString(), QColor(255, 255, 255)); + m_segColors.insert("S", QColor(255, 255, 255)); +} + +/////////////// +// modifiers // +/////////////// + +void SegmentMonitor::setAnnotMode(bool annotMode) +{ + m_annotMode = annotMode; + if (annotMode) + m_segmentHeight = 8; + else + m_segmentHeight = 4; +} + +/////////////// +// accessors // +/////////////// + +qreal SegmentMonitor::getRatio() const +{ + return m_ratio; +} + +/////////// +// slots // +/////////// + +void SegmentMonitor::processShot(Segment *shot) +{ + m_currList.push_back(shot); + + QString camera = shot->getLabel(); + if (!camera.isEmpty() && !m_segColors.contains(camera)) + m_segColors.insert(camera, m_colors[m_idxColor++ % m_colors.size()]); +} + +void SegmentMonitor::processSpokenFrame(qint64 position, const QString &text, const QString &speaker) +{ + // regular expression to detect subtitles corresponding to noise + QRegularExpression noiseSource("\\(.*\\)"); + QRegularExpressionMatch match = noiseSource.match(text); + + if (position != 0 && !match.hasMatch()) { + + // possible boundary + if (m_currSpeaker != speaker || m_currText != text) { + + // end of speech segment + if (!m_currSpeaker.isEmpty()) { + SpeechSegment *segment = new SpeechSegment(m_lastStart, m_currPosition, m_currText, m_currSpeaker); + m_currList.push_back(segment); + + if (!m_segColors.contains(m_currSpeaker)) + m_segColors.insert(m_currSpeaker, m_colors[m_idxColor++ % m_colors.size()]); + } + + // beginning of new segment + if (!speaker.isEmpty()) + m_lastStart = position; + } + + // updating data + m_currPosition = position; + m_currText = text; + m_currSpeaker = speaker; + } +} + +void SegmentMonitor::segmentationRetrieved() +{ + // retrieving speakers as annotated + if (m_segmentationList.size() == 1) { + + QString currSpeaker; + + for (int i(0); i < m_currList.size(); i++) + if (!m_annotSpeakers.contains((currSpeaker = m_currList[i]->getLabel())) && currSpeaker != "S") { + m_annotSpeakers.push_back(currSpeaker); + m_speakers->addAction(new QAction(currSpeaker, this)); + } + } + + m_segmentationList.push_back(m_currList); + m_selectedLabels.push_back(QString()); + m_currList.clear(); + m_step = height() / (m_segmentationList.size() + 1); +} + +void SegmentMonitor::positionChanged(qint64 position) +{ + m_currPosition = position; + update(); +} + +void SegmentMonitor::updateDuration(qint64 duration) +{ + m_duration = duration; +} + +void SegmentMonitor::setWidth(int newWidth) +{ + m_width = newWidth; + resize(m_width, height()); + m_ratio = static_cast(m_width) / m_duration; + update(); +} + +void SegmentMonitor::paintEvent(QPaintEvent *event) +{ + Q_UNUSED(event); + int x1, x2; + int y1, y2; + QString segLabel; + QPainter painter(this); + QColor color; + + QFont font; + font.setPointSize(m_segmentHeight * 2); + painter.setFont(font); + + // filling background + painter.fillRect(QRect(0, 0, m_width, height()), QBrush(Qt::white)); + + // draw current position + painter.setPen(Qt::gray); + painter.drawLine(m_currPosition * m_ratio, 0, m_currPosition * m_ratio, height()); + + // drawing segments + for (int i(0); i < m_segmentationList.size(); i++) { + + y1 = m_step * (i + 1) - m_segmentHeight / 2; + y2 = y1 + m_segmentHeight; + + // surrounding each segmentation + painter.setPen(Qt::lightGray); + painter.drawRect(0, y1, m_width, m_segmentHeight); + + painter.setPen(Qt::black); + for (int j(0); j < m_segmentationList[i].size(); j++) { + + segLabel = m_segmentationList.at(i).at(j)->getLabel(); + color = m_segColors[segLabel]; + + if (m_selectedLabels[i].isEmpty() || m_selectedLabels[i] == segLabel) { + + x1 = qRound(m_segmentationList.at(i).at(j)->getPosition() * m_ratio); + + // case of shot segmentation + if (i == 0) { + + // last shot + if (j == m_segmentationList[i].size() - 1) + x2 = qRound(m_duration * m_ratio); + else + x2 = qRound(m_segmentationList.at(i).at(j + 1)->getPosition() * m_ratio); + } + + // case of speech segmentation + else + x2 = qRound(m_segmentationList.at(i).at(j)->getEnd() * m_ratio); + + if (m_selectedLabels[i] == segLabel) { + + if (segLabel == "S") + segLabel = QString::number(j + 1); + + QRectF rectF = painter.boundingRect(QRectF(x1, y2 + m_segmentHeight, x2 - x1, m_segmentHeight * 4), Qt::AlignHCenter, segLabel); + + if (rectF.width() <= x2 - x1) + painter.drawText(rectF, Qt::AlignHCenter, segLabel); + } + + QPointF p1(x1, y1); + QPointF p2(x2, y2); + painter.fillRect(QRectF(p1, p2), color); + painter.drawRect(QRectF(p1, p2)); + } + } + } +} + +void SegmentMonitor::mouseDoubleClickEvent(QMouseEvent *event) +{ + if (event->button() == Qt::LeftButton) { + + bool inBound(false); + qreal inf, sup; + int start(-1), end(-1); + + bool found(false); + int min, max; + + qreal position(event->x() / m_ratio); + + // test if clicked in segmentation regions + int i(0); + int j(0); + + while (i < m_segmentationList.size() && !inBound) { + inf = m_step * (i + 1); + sup = inf + m_segmentHeight; + if (event->y() >= inf && event->y() <= sup) + inBound = true; + i++; + } + + // binary search to retrieve index of segment clicked segment + if (inBound) { + + QList segList(m_segmentationList[--i]); + + min = 0; + max = segList.size() - 1; + + while (min <= max && !found) { + j = (min + max) / 2; + + start = segList[j]->getPosition(); + + // shot segmentation activated + if (i == 0) { + // last shot + if (j == segList.size() - 1) + end = m_duration; + else + end = segList[j+1]->getPosition(); + } + + // speech segmentation activated + else + end = segList[j]->getEnd(); + + if (position >= start && position <= end) + found = true; + else if (position < start) + max = j - 1; + else + min = j + 1; + } + + if (found && (m_selectedLabels[i].isEmpty() || m_selectedLabels[i] == segList[j]->getLabel())) { + QList> utterances; + utterances.push_back(QPair(start, end)); + emit playSegments(utterances); + } + } + } +} + +void SegmentMonitor::mousePressEvent(QMouseEvent *event) +{ + bool inBound(false); + qreal inf, sup; + int start(-1), end(-1); + + bool found(false); + int min, max; + + qreal position(event->x() / m_ratio); + + // test if clicked in segmentation regions + int i(0); + int j(0); + + while (i < m_segmentationList.size() && !inBound) { + inf = m_step * (i + 1); + sup = inf + m_segmentHeight; + if (event->y() >= inf && event->y() <= sup) + inBound = true; + i++; + } + + // binary search to retrieve index of segment clicked segment + if (inBound) { + + QList segList(m_segmentationList[--i]); + + min = 0; + min = 0; + max = segList.size() - 1; + + while (min <= max && !found) { + j = (min + max) / 2; + + start = segList[j]->getPosition(); + + // shot segmentation activated + if (i == 0) { + // last shot + if (j == segList.size() - 1) + end = m_duration; + else + end = segList[j+1]->getPosition(); + } + + // speech segmentation activated + else + end = segList[j]->getEnd(); + + if (position >= start && position <= end) + found = true; + else if (position < start) + max = j - 1; + else + min = j + 1; + } + + if (found && !m_annotMode && event->button() == Qt::RightButton) { + if (m_selectedLabels[i].isEmpty()) + m_selectedLabels[i] = segList[j]->getLabel(); + else if (m_selectedLabels[i] == segList[j]->getLabel()) + m_selectedLabels[i] = ""; + update(); + } + } +} + +void SegmentMonitor::mouseMoveEvent(QMouseEvent *event) +{ + bool inBound(false); + bool firstHalf(false); + qreal inf, sup; + int start(-1), end(-1); + + bool found(false); + int min, max; + + qreal position(event->x() / m_ratio); + + // test if clicked in segmentation regions + int i(0); + int j(0); + + while (i < m_segmentationList.size() && !inBound) { + inf = m_step * (i + 1); + sup = inf + m_segmentHeight; + if (event->y() >= inf && event->y() <= sup) + inBound = true; + i++; + } + + // binary search to retrieve index of clicked segment + if (i == 2 && inBound) { + + QList segList(m_segmentationList[--i]); + + min = 0; + min = 0; + max = segList.size() - 1; + + while (min <= max && !found) { + j = (min + max) / 2; + + start = segList[j]->getPosition(); + + // shot segmentation activated + if (i == 0) { + // last shot + if (j == segList.size() - 1) + end = m_duration; + else + end = segList[j+1]->getPosition(); + } + + // speech segmentation activated + else + end = segList[j]->getEnd(); + + if (position >= start && position <= end) + found = true; + else if (position < start) + max = j - 1; + else + min = j + 1; + } + + // reference speech segment clicked for annotation purpose + if (found && m_annotMode) { + + if (m_prevPosition != -1) { + + qint64 start, end, mid, position, newPosition, diff; + + start = segList[j]->getPosition(); + end = segList[j]->getEnd(); + mid = (start + end) / 2; + + // normalized mouse position in milliseconds from the beginning + position = event->x() / m_ratio; + + if (m_prevPosition != -1) + diff = position - m_prevPosition; + else + diff = 0; + + // modifying beginning of segment + if (position >= start && position < mid) { + + firstHalf = true; + + if (j > 0 && start + diff <= segList[j-1]->getEnd()) + newPosition = start; + else + newPosition = start + diff; + + newPosition = static_cast(ceil(newPosition / 40.0)) * 40; + + if (end - newPosition >= 240) { + segList[j]->setPosition(newPosition); + emit resetSpeaker(start, end, newPosition, end, true, VideoFrame::Ref); + } + } + + // modifying end of segment + else if (position >= mid && position <= end) { + + firstHalf = false; + + if (j < segList.size() - 1 && end + diff >= segList[j+1]->getPosition()) + newPosition = end; + else + newPosition = end + diff; + + newPosition = static_cast(floor(newPosition / 40.0)) * 40; + if (newPosition - start >= 240) { + segList[j]->setEnd(newPosition); + emit resetSpeaker(start, end, start, newPosition, true, VideoFrame::Ref); + } + } + + update(); + } + } + + // updating normalized mouse position + if (firstHalf) + m_prevPosition = static_cast(ceil(position / 40.0)) * 40; + else + m_prevPosition = static_cast(floor(position / 40.0)) * 40; + } +} + +void SegmentMonitor::mouseReleaseEvent(QMouseEvent *event) +{ + Q_UNUSED(event); + m_prevPosition = -1; +} + +void SegmentMonitor::showContextMenu(const QPoint &point) +{ + // retrieving selected speech segment + bool inBound(false); + qreal inf, sup; + int start(-1), end(-1); + + bool found(false); + int min, max; + + qreal position(point.x() / m_ratio); + + // test if clicked in segmentation regions + int i(0); + int j(0); + + while (i < m_segmentationList.size() && !inBound) { + inf = m_step * (i + 1); + sup = inf + m_segmentHeight; + if (point.y() >= inf && point.y() <= sup) + inBound = true; + i++; + } + + // binary search to retrieve index of segment clicked segment + if (i == 2 && inBound) { + + QList segList(m_segmentationList[--i]); + + min = 0; + max = segList.size() - 1; + + while (min <= max && !found) { + j = (min + max) / 2; + + start = segList[j]->getPosition(); + + // shot segmentation activated + if (i == 0) { + // last shot + if (j == segList.size() - 1) + end = m_duration; + else + end = segList[j+1]->getPosition(); + } + + // speech segmentation activated + else + end = segList[j]->getEnd(); + + if (position >= start && position <= end) + found = true; + else if (position < start) + max = j - 1; + else + min = j + 1; + } + + if (found && m_annotMode) { + QPoint globalPos = mapToGlobal(point); + QAction *selected = m_speakers->exec(globalPos); + + if (selected && selected != m_newSpeakerAct && selected != m_endAct) { + emit setSpeaker(segList[j]->getPosition(), segList[j]->getEnd(), selected->text(), VideoFrame::Ref); + segList[j]->setLabel(selected->text()); + update(); + } + } + } +} + +void SegmentMonitor::addNewSpeaker() +{ + bool ok(false); + QString speaker = QInputDialog::getText(this, "New speaker", "New speaker name:", QLineEdit::Normal, QString(), &ok); + + if (ok && !speaker.isEmpty()) { + m_speakers->addAction(new QAction(speaker, this)); + m_segColors.insert(speaker, m_colors[m_idxColor++ % m_colors.size()]); + } +} + +/////////////////////// +// auxiliary methods // +/////////////////////// + +void SegmentMonitor::endOfAnnotation() +{ + QList shotSegList = m_segmentationList[0]; + QList spkSegList = m_segmentationList[1]; + int ans; + + /*********************************/ + /* I: merging adjacent segments? */ + /*********************************/ + + ans = QMessageBox::question(this, tr("End of annotation"), tr("End of annotation. Merge adjacent segments?"), QMessageBox::Yes | QMessageBox::No); + + if (ans == QMessageBox::Yes) { + + QString prevSpeaker, currSpeaker; + int prevStart, prevEnd, start, end; + + // merging close speech segments coming from same speaker + for (int i(1); i < spkSegList.size(); i++) { + + prevSpeaker = spkSegList[i-1]->getLabel(); + prevStart = spkSegList[i-1]->getPosition(); + prevEnd = spkSegList[i-1]->getEnd(); + + currSpeaker = spkSegList[i]->getLabel(); + start = spkSegList[i]->getPosition(); + end = spkSegList[i]->getEnd(); + + if (currSpeaker == prevSpeaker && start - prevEnd <= 500) + emit resetSpeaker(start, end, prevStart, end, false, VideoFrame::Ref); + } + } + + /*********************************************/ + /* II: exporting file containing utterances? */ + /*********************************************/ + + ans = QMessageBox::question(this, tr("End of annotation"), tr("End of annotation. Export file containing labeled speech segments?"), QMessageBox::Yes | QMessageBox::No); + + if (ans == QMessageBox::Yes) { + QString fName = QFileDialog::getSaveFileName(this, tr("Save File"), + tr("tools/spkDiarization/lblAcousticSegmentation"), + tr("Label (*.lbl)")); + if (!fName.isEmpty()) { + QFile datFile(fName + ".dat"); + + if (!datFile.open(QIODevice::WriteOnly | QIODevice::Text)) + return; + + QTextStream lblOut(&datFile); + + qreal start(-1.0), end(-1.0); + QString label; + + // test for estimation of speech segments based on subtitles + bool sub(true); + int i(0); + + while (i < spkSegList.size() && sub) + if (spkSegList[i++]->getLabel() != "S") + sub = false; + + if (sub) { + for (int i(0); i < spkSegList.size(); i++) { + start = spkSegList[i]->getPosition() / 1000.0; + end = spkSegList[i]->getEnd() / 1000.0; + + lblOut << start << " " << end << " " << "speech" << "\n"; + } + } + + else { + qreal beginning(-1.0); + + for (int i(0); i < spkSegList.size(); i++) { + + label = spkSegList[i]->getLabel(); + label.replace(QRegularExpression(" "), "_"); + + if (label != "S") { + start = spkSegList[i]->getPosition() / 1000.0; + end = spkSegList[i]->getEnd() / 1000.0; + lblOut << start << " " << end << " " << label << "\n"; + + if (beginning == -1) + beginning = start; + } + } + + QFile uemFile(fName + ".uem"); + + QRegularExpression re(".*/(.+_.+)"); + QRegularExpressionMatch match = re.match(fName); + QString baseName; + + if (match.hasMatch()) + baseName = match.captured(1); + + if (!uemFile.open(QIODevice::WriteOnly | QIODevice::Text)) + return; + + QTextStream uemOut(&uemFile); + + uemOut << baseName << " " << 1 << " " << beginning << " " << end << "\n"; + } + } + } + + /****************************************************************************/ + /* III: exporting file containing utterances included in alternating shots? */ + /****************************************************************************/ + + ans = QMessageBox::question(this, tr("End of annotation"), tr("End of annotation. Export file containing utterances included in alternating shots?"), QMessageBox::Yes | QMessageBox::No); + + if (ans == QMessageBox::Yes) { + QString fName = QFileDialog::getSaveFileName(this, tr("Save File"), + tr("tools/spkDiarization/shotPatterns"), + tr("CSV (*.csv)")); + if (!fName.isEmpty()) { + QFile csvFile(fName + ".csv"); + QList lblWindow; // last four shot labels: used to detect shot pattern + + if (!csvFile.open(QIODevice::WriteOnly | QIODevice::Text)) + return; + + QTextStream csvOut(&csvFile); + QString label; + bool inPattern(false); // indicates if currently visiting a pattern + int j(0); + + // looping over the shot positions + for (int i(0); i < shotSegList.size() - 1; i++) { + + label = shotSegList[i]->getLabel(); // current shot label + + // updating shot label window + lblWindow.push_back(label); + if (lblWindow.size() > 4) + lblWindow.pop_front(); + + // new pattern detected + if (!inPattern && testShotPattern(lblWindow)) { + + // setting spoken segment position + while (j > 0 && spkSegList[j]->getPosition() > shotSegList[i-3]->getPosition()) + j--; + while (j < spkSegList.size() && spkSegList[j]->getEnd() < shotSegList[i-3]->getPosition()) + j++; + + // writing out labels of alternating labels + csvOut << lblWindow[0] << "_" << lblWindow[1] << " "; + inPattern = true; + } + + // end of pattern + if (inPattern && !testShotPattern(lblWindow)) { + + // writing out new line + csvOut << endl; + inPattern = false; + } + + // moving into current pattern + if (inPattern && testShotPattern(lblWindow)) + + // writing out positions of spoken segments covered by the pattern + while (j < spkSegList.size() && spkSegList[j]->getPosition() < shotSegList[i+1]->getPosition()) { + csvOut << (j + 1) << " "; + j++; + } + + // updating flag + inPattern = testShotPattern(lblWindow); + } + } + } +} + +bool SegmentMonitor::testShotPattern(const QList &lblWindow) +{ + if (!lblWindow.contains("") && lblWindow.size() == 4) + return + lblWindow[0] == lblWindow[2] && + lblWindow[1] == lblWindow[3] && + lblWindow[0] != lblWindow[1]; + + return false; +} diff --git a/SegmentMonitor.h b/SegmentMonitor.h new file mode 100644 index 0000000..a06f111 --- /dev/null +++ b/SegmentMonitor.h @@ -0,0 +1,69 @@ +#ifndef SEGMENTMONITOR_H +#define SEGMENTMONITOR_H + +#include +#include + +#include "SpeechSegment.h" +#include "VideoFrame.h" + +class SegmentMonitor: public QWidget +{ + Q_OBJECT + + public: + SegmentMonitor(QWidget *parent = 0); + void reset(); + qreal getRatio() const; + void setAnnotMode(bool annotMode); + + public slots: + void processShot(Segment *shot); + void processSpokenFrame(qint64 position, const QString &text, const QString &speaker); + void segmentationRetrieved(); + void positionChanged(qint64 position); + void updateDuration(qint64 duration); + void setWidth(int width); + void showContextMenu(const QPoint &point); + void addNewSpeaker(); + void endOfAnnotation(); + + signals: + void playSegments(QList> utterances); +void setSpeaker(qint64 start, qint64 end, const QString &speaker, VideoFrame::SpeakerSource source); +void resetSpeaker(qint64 prevStart, qint64 prevEnd, qint64 start, qint64 end, bool resetSub, VideoFrame::SpeakerSource source); + + protected: + void paintEvent(QPaintEvent *event); + void mousePressEvent(QMouseEvent *event); + void mouseDoubleClickEvent(QMouseEvent *event); + void mouseMoveEvent(QMouseEvent *event); + void mouseReleaseEvent(QMouseEvent *event); + + private: + bool testShotPattern(const QList &lblWindow); + + QMenu *m_speakers; + QList m_annotSpeakers; + QAction *m_newSpeakerAct; + QAction *m_endAct; + QList> m_segmentationList; + QList m_currList; + qint64 m_lastStart; + qint64 m_currPosition; + QString m_currText; + QString m_currSpeaker;; + int m_width; + qreal m_ratio; + int m_step; + int m_segmentHeight; + qint64 m_duration; + QList m_colors; + QHash m_segColors; + int m_idxColor; + QStringList m_selectedLabels; + bool m_annotMode; + qint64 m_prevPosition; +}; + +#endif diff --git a/Series.cpp b/Series.cpp new file mode 100644 index 0000000..ce371f0 --- /dev/null +++ b/Series.cpp @@ -0,0 +1,37 @@ +#include "Series.h" + +Series::Series(qint64 position , Segment *parentSegment, Segment::Source source) + : Segment(position, parentSegment, source) +{ +} + +Series::~Series() +{ +} + +void Series::read(const QJsonObject &json) +{ + m_name = json["name"].toString(); + Segment::read(json); +} + +void Series::write(QJsonObject &json) const +{ + json["name"] = m_name; + return Segment::write(json); +} + +QString Series::display() const +{ + return m_name; +} + +QString Series::getName() const +{ + return m_name; +} + +void Series::setName(const QString &name) +{ + m_name = name; +} diff --git a/Series.h b/Series.h new file mode 100644 index 0000000..5b61518 --- /dev/null +++ b/Series.h @@ -0,0 +1,24 @@ +#ifndef SERIES_H +#define SERIES_H + +#include + +#include "Segment.h" + +class Series: public Segment +{ + public: + Series(qint64 position = 0, Segment *parentSegment = 0, Segment::Source source = Segment::Manual); + ~Series(); + void read(const QJsonObject &json); + void write(QJsonObject &json) const; + QString display() const; + + QString getName() const; + void setName(const QString &name); + + private: + QString m_name; +}; + +#endif diff --git a/Shot.cpp b/Shot.cpp new file mode 100644 index 0000000..6c7a53d --- /dev/null +++ b/Shot.cpp @@ -0,0 +1,120 @@ +#include + +#include "Shot.h" + +#include + +Shot::Shot(Segment *parentSegment) + : Segment(parentSegment) +{ +} + +Shot::Shot(qint64 position, TransitionType transitionType, Segment *parentSegment, Segment::Source source) + : Segment(position, parentSegment, source), + m_transitionType(transitionType), + m_end(-1) +{ + m_camera = new QVector(2); + for (int i(0); i < m_camera->size(); i++) + m_camera->replace(i, -1); +} + +Shot::~Shot() +{ +} + +void Shot::read(const QJsonObject &json) +{ + m_source = static_cast(json["source"].toInt()); + m_transitionType = static_cast(json["trans"].toInt()); + m_end = -1; + + m_camera = new QVector(2); + + QJsonArray camArray = json["cam"].toArray(); + for (int i(0); i < m_camera->size(); i++) + m_camera->replace(i, camArray[i].toInt()); + + Segment::read(json); +} + +void Shot::write(QJsonObject &json) const +{ + json["source"] = m_source; + json["trans"] = m_transitionType; + + QJsonArray camArray; + for (int i = 0; i < m_camera->size(); i++) + camArray.append(m_camera->at(i)); + + json["cam"] = camArray; + + Segment::write(json); +} + +QString Shot::display() const +{ + return "Shot " + QString::number(row()+1); +} + +/////////////// +// modifiers // +/////////////// + +void Shot::setEnd(qint64 end) +{ + m_end = end; +} + +void Shot::setCamera(int nCamera, Segment::Source source) +{ + m_camera->replace(source, nCamera); +} + +/////////////// +// accessors // +/////////////// + +int Shot::getNumber() const +{ + return row() + 1; +} + +qint64 Shot::getEnd() +{ + return m_end; +} + +int Shot::getCamera(Segment::Source source) const +{ + return m_camera->value(source); +} + +QString Shot::getLabel() const +{ + int nCamera = m_camera->value(Segment::Manual); + + if (nCamera != -1) + return "C" + QString::number(nCamera); + else + return QString(); +} + +QMap Shot::getSpeakerList(VideoFrame::SpeakerSource source) +{ + QMap speakerList; + QString speakerLabel; + VideoFrame *frame; + int n; + + for (int i(0); i < childCount(); i++) { + speakerLabel = (frame = dynamic_cast(child(i)))->getSpeaker(source); + + if (!speakerLabel.isEmpty()) { + n = speakerList.value(speakerLabel); + speakerList.insert(speakerLabel, ++n); + } + } + + return speakerList; +} diff --git a/Shot.h b/Shot.h new file mode 100644 index 0000000..0b5b152 --- /dev/null +++ b/Shot.h @@ -0,0 +1,36 @@ +#ifndef SHOT_H +#define SHOT_H + +#include + +#include "Segment.h" +#include "VideoFrame.h" + +class Shot: public Segment +{ + public: + enum TransitionType { + None, FadeOut, FadeIn, FadeOutIn, Dissolve, Cut + }; + + Shot(Segment *parentSegment); + Shot(qint64 position, TransitionType transitionType, Segment *parentSegment, Segment::Source source = Segment::Manual); + ~Shot(); + void read(const QJsonObject &json); + void write(QJsonObject &json) const; + QString display() const; + int getNumber() const; + void setEnd(qint64 end); + void setCamera(int nCamera, Segment::Source source); + qint64 getEnd(); + int getCamera(Segment::Source source) const; + QString getLabel() const; + QMap getSpeakerList(VideoFrame::SpeakerSource source); + + private: + TransitionType m_transitionType; + qint64 m_end; + QVector *m_camera; +}; + +#endif diff --git a/SpeakersMonitor.cpp b/SpeakersMonitor.cpp new file mode 100644 index 0000000..0123834 --- /dev/null +++ b/SpeakersMonitor.cpp @@ -0,0 +1,119 @@ +#include +#include + +#include "SpeakersMonitor.h" + +SpeakersMonitor::SpeakersMonitor(int labelHeight, QWidget *parent) + : QWidget(parent), + m_maxDensity(0.0), + m_labelHeight(labelHeight) +{ +} + +/////////// +// slots // +/////////// + +void SpeakersMonitor::speakersRetrieved(QList speakers) +{ + const int n(speakers.size()); + const qreal lambda(201.0/200.0); + + QString currSpeaker; + qreal currDensity; + QList speakerLabels; + + // retrieving speaker labels + for (int i(0); i < speakers.size(); i++) + if (!(currSpeaker = speakers[i]).isEmpty() && currSpeaker != "S" && !speakerLabels.contains(currSpeaker)) + speakerLabels.push_back(currSpeaker); + + // computing speaker density in each time position + + QVector left(n); + QVector right(n); + QList densityValues; + + for (int i(0); i < speakerLabels.size(); i++) { + + currSpeaker = speakerLabels[i]; + densityValues.clear(); + + left[0] = right[n-1] = 0; + + for (int i(1); i < n; i++) { + left[i] = (left[i-1] + (speakers[i-1] == currSpeaker)) / lambda; + right[n-i-1] = (right[n-i] + (speakers[n-i] == currSpeaker)) / lambda; + } + + for (int i(0); i < n; i++) { + currDensity = left[i] + (speakers[i] == currSpeaker) + right[i]; + densityValues.push_back(currDensity); + + if (currDensity > m_maxDensity) + m_maxDensity = currDensity; + } + + m_density.insert(currSpeaker, densityValues); + } + + setFixedSize(480, m_density.keys().size() * m_labelHeight); +} + +void SpeakersMonitor::positionChanged(qint64 position) +{ + m_position = position / 40 - 1; + update(); +} + +void SpeakersMonitor::paintEvent(QPaintEvent *event) +{ + Q_UNUSED(event); + + QString currSpeaker; + QList densityValues; + QPainter painter(this); + + QFont font; + font.setPointSize(m_labelHeight-2); + painter.setFont(font); + + int x1, x2, y; + + m_it = m_density.constBegin(); + + int i(1); + int maxWidth(0); + + while (m_it != m_density.constEnd()) { + + currSpeaker = m_it.key(); + + QRect rect = painter.boundingRect(QRect(0, i * m_labelHeight - 1, 10, m_labelHeight), Qt::AlignHCenter, currSpeaker); + if (rect.width() > maxWidth) + maxWidth = rect.width(); + painter.drawText(QPoint(0, i * m_labelHeight - 1), currSpeaker); + i++; + m_it++; + } + + m_it = m_density.constBegin(); + + i = 0; + qreal ratio = (width() - maxWidth) / m_maxDensity; + + while (m_it != m_density.constEnd()) { + + currSpeaker = m_it.key(); + densityValues = m_it.value(); + + x1 = maxWidth; + x2 = maxWidth + densityValues[m_position] * ratio; + y = i * m_labelHeight + m_labelHeight / 2; + + painter.drawLine(x1, y, x2, y); + + i++; + m_it++; + } +} diff --git a/SpeakersMonitor.h b/SpeakersMonitor.h new file mode 100644 index 0000000..97fb1d1 --- /dev/null +++ b/SpeakersMonitor.h @@ -0,0 +1,29 @@ +#ifndef SPEAKERSMONITOR_H +#define SPEAKERSMONITOR_H + +#include +#include + +class SpeakersMonitor: public QWidget +{ + Q_OBJECT + + public: + SpeakersMonitor(int labelHeight = 10, QWidget *parent = 0); + + public slots: + void speakersRetrieved(QList speakers); + void positionChanged(qint64 position); + + protected: + void paintEvent(QPaintEvent *event); + + private: + QMap> m_density; + QMap>::const_iterator m_it; + qreal m_maxDensity; + int m_labelHeight; + int m_position; +}; + +#endif diff --git a/SpeechSegment.cpp b/SpeechSegment.cpp new file mode 100644 index 0000000..1298f3c --- /dev/null +++ b/SpeechSegment.cpp @@ -0,0 +1,46 @@ +#include "SpeechSegment.h" + +SpeechSegment::SpeechSegment(qint64 start, qint64 end, const QString &text, const QString &speaker, Segment *parentSegment, Segment::Source source): + Segment(start, parentSegment, source), + m_end(end), + m_text(text), + m_speaker(speaker) +{ +} + +/////////////// +// modifiers // +/////////////// + +void SpeechSegment::setEnd(qint64 end) +{ + m_end = end; +} + +void SpeechSegment::setLabel(const QString &speaker) +{ + m_speaker = speaker; +} + +/////////////// +// accessors // +/////////////// + +qint64 SpeechSegment::getEnd() const +{ + return m_end; +} + +QString SpeechSegment::getLabel() const +{ + return m_speaker; +} + +///////////////////////////////////////// +// reimplementation of abstract method // +///////////////////////////////////////// + +QString SpeechSegment::display() const +{ + return "Speech segment " + QString::number(m_position); +} diff --git a/SpeechSegment.h b/SpeechSegment.h new file mode 100644 index 0000000..e74c3f1 --- /dev/null +++ b/SpeechSegment.h @@ -0,0 +1,24 @@ +#ifndef SPEECHSEGMENT_H +#define SPEECHSEGMENT_H + +#include + +#include "Segment.h" + +class SpeechSegment: public Segment +{ + public: + SpeechSegment(qint64 start, qint64 end, const QString &text, const QString &speaker, Segment *parentSegment = 0, Segment::Source source = Segment::Manual); + void setEnd(qint64 end); + qint64 getEnd() const; + QString getLabel() const; + void setLabel(const QString &speaker); + QString display() const; + + private: + qint64 m_end; + QString m_text; + QString m_speaker; +}; + +#endif diff --git a/SpkDiarMonitor.cpp b/SpkDiarMonitor.cpp new file mode 100644 index 0000000..78d8894 --- /dev/null +++ b/SpkDiarMonitor.cpp @@ -0,0 +1,467 @@ +#include +#include +#include +#include +#include + +#include "SpkDiarMonitor.h" + +using namespace arma; + +SpkDiarMonitor::SpkDiarMonitor(int treeWidth, int treeHeight, bool global, QWidget *parent) + : QWidget(parent) +{ + QGroupBox *derBox = new QGroupBox("Diarization Error Rate:"); + m_locDer = new QLabel(""); + m_globDer = new QLabel(""); + QGridLayout *derLayout = new QGridLayout; + derLayout->addWidget(m_locDer, 0, 0); + if (global) + derLayout->addWidget(m_globDer, 1, 0); + derBox->setLayout(derLayout); + + QGroupBox *speakerBox = new QGroupBox("Current speakers:"); + m_spks = new QTextEdit("None"); + m_spks->setReadOnly(true); + QGridLayout *speakerLayout = new QGridLayout; + speakerLayout->addWidget(m_spks, 0, 0); + speakerBox->setLayout(speakerLayout); + + QGroupBox *distBox = new QGroupBox("Distance between utterance vectors:"); + m_l2 = new QRadioButton("L2"); + m_mahal = new QRadioButton("Mahalanobis"); + m_mahal->setChecked(true); + QGridLayout *distLayout = new QGridLayout; + distLayout->addWidget(m_l2, 0, 0); + distLayout->addWidget(m_mahal, 0, 1); + distBox->setLayout(distLayout); + + m_norm = new QCheckBox(tr("Normalize vectors")); + m_norm->setChecked(true); + + m_covBox = new QGroupBox("Covariance matrix:"); + QChar sigmaChar(0xa3, 0x03); + QRadioButton *sigma = new QRadioButton(sigmaChar); + QRadioButton *w = new QRadioButton("W"); + w->setChecked(true); + + QGridLayout *covLayout = new QGridLayout; + covLayout->addWidget(sigma, 0, 0); + covLayout->addWidget(w, 0, 1); + m_covBox->setLayout(covLayout); + + QGroupBox *agrBox = new QGroupBox("Aggregation criterion:"); + QRadioButton *min = new QRadioButton("Min."); + QRadioButton *max = new QRadioButton("Max."); + QRadioButton *mean = new QRadioButton("Mean"); + QRadioButton *ward = new QRadioButton("Ward"); + ward->setChecked(true); + QGridLayout *agrLayout = new QGridLayout; + agrLayout->addWidget(min, 0, 0); + agrLayout->addWidget(max, 0, 1); + agrLayout->addWidget(mean, 0, 2); + agrLayout->addWidget(ward, 0, 3); + agrBox->setLayout(agrLayout); + + QGroupBox *partBox = new QGroupBox("Method used to select the best partition:"); + QRadioButton *sil = new QRadioButton("Silhouette"); + QRadioButton *bip = new QRadioButton("Bipartition"); + sil->setChecked(true); + QGridLayout *partLayout = new QGridLayout; + partLayout->addWidget(sil, 0, 0); + partLayout->addWidget(bip, 0, 1); + partBox->setLayout(partLayout); + + m_weight = new QCheckBox(tr("Weight Utterances")); + QCheckBox *constrained = new QCheckBox(tr("Constrain clustering")); + + m_utterTree = new UtteranceTreeWidget(treeWidth, treeHeight); + m_utterTreeShot1 = new UtteranceTreeWidget(treeWidth / 2 - 1, treeHeight); + m_utterTreeShot2 = new UtteranceTreeWidget(treeWidth / 2 - 1, treeHeight);; + m_utterTreeShot1->hide(); + m_utterTreeShot2->hide(); + + QGridLayout *gridLayout = new QGridLayout; + gridLayout->addWidget(m_utterTree, 0, 0, 1, 2); + gridLayout->addWidget(m_utterTreeShot1, 1, 0); + gridLayout->addWidget(m_utterTreeShot2, 1, 1); + gridLayout->addWidget(derBox, 2, 0, 1, 2); + gridLayout->addWidget(distBox, 4, 0, 1, 2); + gridLayout->addWidget(m_covBox, 5, 0, 1, 2); + gridLayout->addWidget(m_norm, 6, 0, 1, 2); + gridLayout->addWidget(agrBox, 7, 0, 1, 2); + gridLayout->addWidget(partBox, 8, 0, 1, 2); + gridLayout->addWidget(m_weight, 9, 0, 1, 2); + + if (global) { + gridLayout->addWidget(speakerBox, 3, 0, 1, 2); + gridLayout->addWidget(constrained, 10, 0, 1, 2); + } + + setLayout(gridLayout); + + connect(this, SIGNAL(setDiff(const arma::mat &)), m_utterTree, SLOT(setDiff(const arma::mat &))); + connect(this, SIGNAL(updateUtteranceTree(const arma::mat &, const arma::mat &, const arma::umat &, const arma::mat &)), m_utterTree, SLOT(updateUtteranceTree(const arma::mat &,const arma::mat &, const arma::umat &, const arma::mat &))); + connect(this, SIGNAL(updateUtteranceTreeShot1(const arma::mat &, const arma::mat &, const arma::umat &, const arma::mat &)), m_utterTreeShot1, SLOT(updateUtteranceTree(const arma::mat &,const arma::mat &, const arma::umat &, const arma::mat &))); + connect(this, SIGNAL(updateUtteranceTreeShot2(const arma::mat &, const arma::mat &, const arma::umat &, const arma::mat &)), m_utterTreeShot2, SLOT(updateUtteranceTree(const arma::mat &,const arma::mat &, const arma::umat &, const arma::mat &))); + connect(m_l2, SIGNAL(pressed()), this, SLOT(activL2())); + connect(m_mahal, SIGNAL(pressed()), this, SLOT(activMahal())); + connect(sigma, SIGNAL(pressed()), this, SLOT(activSigmaInv())); + connect(w, SIGNAL(pressed()), this, SLOT(activWInv())); + connect(m_norm, SIGNAL(clicked(bool)), this, SLOT(normalizeVectors(bool))); + connect(this, SIGNAL(normVectors(bool)), m_utterTree, SLOT(normalizeVectors(bool))); + connect(this, SIGNAL(normVectors(bool)), m_utterTreeShot1, SLOT(normalizeVectors(bool))); + connect(this, SIGNAL(normVectors(bool)), m_utterTreeShot2, SLOT(normalizeVectors(bool))); + connect(min, SIGNAL(pressed()), this, SLOT(activMin())); + connect(max, SIGNAL(pressed()), this, SLOT(activMax())); + connect(mean, SIGNAL(pressed()), this, SLOT(activMean())); + connect(ward, SIGNAL(pressed()), this, SLOT(activWard())); + connect(sil, SIGNAL(pressed()), this, SLOT(activSilhouette())); + connect(bip, SIGNAL(pressed()), this, SLOT(activBipartition())); + connect(m_weight, SIGNAL(clicked(bool)), this, SLOT(weightInstances(bool))); + connect(constrained, SIGNAL(clicked(bool)), this, SLOT(constrainClustering(bool))); + connect(this, SIGNAL(setDistance(UtteranceTree::DistType)), m_utterTree, SLOT(setDistance(UtteranceTree::DistType))); + connect(this, SIGNAL(setDistance(UtteranceTree::DistType)), m_utterTreeShot1, SLOT(setDistance(UtteranceTree::DistType))); + connect(this, SIGNAL(setDistance(UtteranceTree::DistType)), m_utterTreeShot2, SLOT(setDistance(UtteranceTree::DistType))); + connect(this, SIGNAL(setCovInv(const arma::mat &)), m_utterTree, SLOT(setCovInv(const arma::mat &))); + connect(this, SIGNAL(setCovInv(const arma::mat &)), m_utterTreeShot1, SLOT(setCovInv(const arma::mat &))); + connect(this, SIGNAL(setCovInv(const arma::mat &)), m_utterTreeShot2, SLOT(setCovInv(const arma::mat &))); + connect(this, SIGNAL(setAgrCrit(UtteranceTree::AgrCrit)), m_utterTree, SLOT(setAgrCrit(UtteranceTree::AgrCrit))); + connect(this, SIGNAL(setAgrCrit(UtteranceTree::AgrCrit)), m_utterTreeShot1, SLOT(setAgrCrit(UtteranceTree::AgrCrit))); + connect(this, SIGNAL(setAgrCrit(UtteranceTree::AgrCrit)), m_utterTreeShot2, SLOT(setAgrCrit(UtteranceTree::AgrCrit))); + connect(this, SIGNAL(setPartitionMethod(UtteranceTree::PartMeth)), m_utterTree, SLOT(setPartitionMethod(UtteranceTree::PartMeth))); + connect(this, SIGNAL(setPartitionMethod(UtteranceTree::PartMeth)), m_utterTreeShot1, SLOT(setPartitionMethod(UtteranceTree::PartMeth))); + connect(this, SIGNAL(setPartitionMethod(UtteranceTree::PartMeth)), m_utterTreeShot2, SLOT(setPartitionMethod(UtteranceTree::PartMeth))); + connect(this, SIGNAL(setWeight(const arma::mat &)), m_utterTree, SLOT(setWeight(const arma::mat &))); + connect(this, SIGNAL(setWeight(const arma::mat &)), m_utterTreeShot1, SLOT(setWeight(const arma::mat &))); + connect(this, SIGNAL(setWeight(const arma::mat &)), m_utterTreeShot2, SLOT(setWeight(const arma::mat &))); + connect(m_utterTree, SIGNAL(playSubtitle(QList)), this, SLOT(playSubtitle(QList))); + connect(m_utterTreeShot1, SIGNAL(playSubtitle(QList)), this, SLOT(playSubtitle(QList))); + connect(m_utterTreeShot2, SIGNAL(playSubtitle(QList)), this, SLOT(playSubtitle(QList))); + connect(this, SIGNAL(currSubtitle(int)), m_utterTree, SLOT(setCurrSubtitle(int))); + connect(this, SIGNAL(currSubtitle(int)), m_utterTreeShot1, SLOT(setCurrSubtitle(int))); + connect(this, SIGNAL(currSubtitle(int)), m_utterTreeShot2, SLOT(setCurrSubtitle(int))); + connect(m_utterTree, SIGNAL(setSpeakers(QList)), this, SLOT(setSpks(QList))); + connect(this, SIGNAL(releasePos(bool)), m_utterTree, SLOT(releasePos(bool))); +} + +void SpkDiarMonitor::exportResults() +{ + emit setSpeakerPartition(m_utterTree->getPartition()); +} + +/////////// +// slots // +/////////// + +void SpkDiarMonitor::setSpks(QList spkIdx) +{ + QString text; + int duration; + int ms; + QString timeFormat; + + if (m_speakers.size() > 0) { + for (int i(0); i < spkIdx.size(); i++) { + duration = static_cast(m_spkWeight[m_speakers[spkIdx[i]]]); + ms = static_cast((m_spkWeight[m_speakers[spkIdx[i]]] - floor(m_spkWeight[m_speakers[spkIdx[i]]])) * 100) * 10; + + if (duration >= 60) + timeFormat = "mm:ss.zzz"; + else + timeFormat = "ss.zzz"; + + QTime totalTime(duration / 3600, (duration / 60) % 60, duration % 60, ms); + text += totalTime.toString(timeFormat) + " - " + m_speakers[spkIdx[i]] + "
"; + } + + m_spks->setHtml(text); + } +} + +void SpkDiarMonitor::setSpeakers(QList speakers, QMap spkWeight) +{ + m_speakers = speakers.toVector(); + m_spkWeight = spkWeight; +} + +void SpkDiarMonitor::setDiarData(const mat &E, const mat &Sigma, const arma::mat &W) +{ + this->E = E; + SigmaInv = pinv(Sigma); + WInv = pinv(W); + CovInv = WInv; +} + +void SpkDiarMonitor::getCurrentPattern(const QList> &subFeatures) +{ + if (subFeatures != m_currSubFeatures) { + + // indices of utterances in current pattern + umat V(1, subFeatures.size()); + + for (int i(0); i < subFeatures.size(); i++) + V(0, i) = subFeatures[i].first; + + // matrix containing utterance i-vectors for current pattern + mat S = E.rows(V); + + // weighting utterances + mat W(1, subFeatures.size(), fill::ones); + + if (m_weight->isChecked()) + for (int i(0); i < subFeatures.size(); i++) + W(0, i) = subFeatures[i].second; + else + W.ones(1, subFeatures.size()); + + W /= accu(W); + + // setting the compatibility matrix + constrainClustering(false); + + // signal to update + emit updateUtteranceTree(S, W, V, CovInv); + m_utterTree->normalizeVectors(m_norm->isChecked()); + + m_currSubFeatures = subFeatures; + } +} + +void SpkDiarMonitor::getPatternFirstShot(const QList> &subFeatures) +{ + if (subFeatures != m_currSubFeaturesShot1) { + + // indices of utterances in current pattern + umat V(1, subFeatures.size()); + + for (int i(0); i < subFeatures.size(); i++) + V(0, i) = subFeatures[i].first; + + // matrix containing utterance i-vectors for current pattern + mat S = E.rows(V); + + // weighting utterances + mat W(1, subFeatures.size(), fill::ones); + + if (m_weight->isChecked()) + for (int i(0); i < subFeatures.size(); i++) + W(0, i) = subFeatures[i].second; + else + W.ones(1, subFeatures.size()); + + W /= accu(W); + + // matrix of distinct instances + constrainClustering(true); + + // signal to update + emit updateUtteranceTreeShot1(S, W, V, CovInv); + m_utterTreeShot1->normalizeVectors(m_norm->isChecked()); + + m_currSubFeaturesShot1 = subFeatures; + } +} + +void SpkDiarMonitor::getPatternSecondShot(const QList> &subFeatures) +{ + if (subFeatures != m_currSubFeaturesShot2) { + + // indices of utterances in current pattern + umat V(1, subFeatures.size()); + + for (int i(0); i < subFeatures.size(); i++) + V(0, i) = subFeatures[i].first; + + // matrix containing utterance i-vectors for current pattern + mat S = E.rows(V); + + // weighting utterances + mat W(1, subFeatures.size(), fill::ones); + + if (m_weight->isChecked()) + for (int i(0); i < subFeatures.size(); i++) + W(0, i) = subFeatures[i].second; + else + W.ones(1, subFeatures.size()); + + W /= accu(W); + + // signal to update + emit updateUtteranceTreeShot2(S, W, V, CovInv); + m_utterTreeShot2->normalizeVectors(m_norm->isChecked()); + + m_currSubFeaturesShot2 = subFeatures; + } +} + +void SpkDiarMonitor::constrainClustering(bool checked) +{ + // pattern labels + QString pattLabel1; + QString pattLabel2; + + // matrix of compatibility between speakers + mat Diff = ones(E.n_rows, E.n_rows); + + // regular expression to retrieve pattern name + QRegularExpression re("(.+\\d+\\)?)_.+"); + + // looping over the speakers labels + for (int i(0); i < m_speakers.size(); i++) { + + QRegularExpressionMatch match1 = re.match(m_speakers[i]); + if (match1.hasMatch()) + pattLabel1 = match1.captured(1); + + // setting the diagonal matrix to nan + Diff(i, i) = datum::inf; + + // setting the compatilities between speakers + if (checked) { + + for (int j(i+1); j < m_speakers.size(); j++) { + + QRegularExpressionMatch match2 = re.match(m_speakers[j]); + if (match2.hasMatch()) + pattLabel2 = match2.captured(1); + + // qDebug() << m_speakers[i] << m_speakers[j] << pattLabel1 << pattLabel2; + + if (pattLabel1 == pattLabel2) { + Diff(i, j) = datum::inf; + Diff(j, i) = datum::inf; + } + } + } + } + + emit setDiff(Diff); + emit setSpeakerPartition(m_utterTree->getPartition()); +} + +void SpkDiarMonitor::activL2() +{ + m_covBox->setEnabled(false); + emit setDistance(UtteranceTree::L2); + m_utterTree->normalizeVectors(m_norm->isChecked()); + m_utterTreeShot1->normalizeVectors(m_norm->isChecked()); + m_utterTreeShot2->normalizeVectors(m_norm->isChecked()); + emit setSpeakerPartition(m_utterTree->getPartition()); +} + +void SpkDiarMonitor::activMahal() +{ + m_covBox->setEnabled(true); + emit setDistance(UtteranceTree::Mahal); + m_utterTree->normalizeVectors(m_norm->isChecked()); + m_utterTreeShot1->normalizeVectors(m_norm->isChecked()); + m_utterTreeShot2->normalizeVectors(m_norm->isChecked()); + emit setSpeakerPartition(m_utterTree->getPartition()); +} + +void SpkDiarMonitor::activSigmaInv() +{ + CovInv = SigmaInv; + emit setCovInv(CovInv); + m_utterTree->normalizeVectors(m_norm->isChecked()); + m_utterTreeShot1->normalizeVectors(m_norm->isChecked()); + m_utterTreeShot2->normalizeVectors(m_norm->isChecked()); + emit setSpeakerPartition(m_utterTree->getPartition()); +} + +void SpkDiarMonitor::activWInv() +{ + CovInv = WInv; + emit setCovInv(CovInv); + m_utterTree->normalizeVectors(m_norm->isChecked()); + m_utterTreeShot1->normalizeVectors(m_norm->isChecked()); + m_utterTreeShot2->normalizeVectors(m_norm->isChecked()); + emit setSpeakerPartition(m_utterTree->getPartition()); +} + +void SpkDiarMonitor::normalizeVectors(bool checked) +{ + emit normVectors(checked); + emit setSpeakerPartition(m_utterTree->getPartition()); +} + +void SpkDiarMonitor::activMin() +{ + emit setAgrCrit(UtteranceTree::Min); + emit setSpeakerPartition(m_utterTree->getPartition()); +} + +void SpkDiarMonitor::activMax() +{ + emit setAgrCrit(UtteranceTree::Max); + emit setSpeakerPartition(m_utterTree->getPartition()); +} + +void SpkDiarMonitor::activMean() +{ + emit setAgrCrit(UtteranceTree::Mean); + emit setSpeakerPartition(m_utterTree->getPartition()); +} + +void SpkDiarMonitor::activWard() +{ + emit setAgrCrit(UtteranceTree::Ward); + emit setSpeakerPartition(m_utterTree->getPartition()); +} + +void SpkDiarMonitor::activSilhouette() +{ + emit setPartitionMethod(UtteranceTree::Silhouette); + emit setSpeakerPartition(m_utterTree->getPartition()); +} + +void SpkDiarMonitor::activBipartition() +{ + emit setPartitionMethod(UtteranceTree::Bipartition); + emit setSpeakerPartition(m_utterTree->getPartition()); +} + +void SpkDiarMonitor::weightInstances(bool checked) +{ + if (m_currSubFeatures.size() > 0) { + + mat W(1, m_currSubFeatures.size(), fill::ones); + + if (checked) + for (int i(0); i < m_currSubFeatures.size(); i++) + W(0, i) = m_currSubFeatures[i].second; + else + W.ones(1, m_currSubFeatures.size()); + + W /= accu(W); + + emit setWeight(W); + emit setSpeakerPartition(m_utterTree->getPartition()); + } +} + +void SpkDiarMonitor::playSubtitle(QList utter) +{ + emit playSub(utter); +} + +void SpkDiarMonitor::currentSubtitle(int subIdx) +{ + emit currSubtitle(subIdx); +} + +void SpkDiarMonitor::releasePosition(bool released) +{ + emit releasePos(released); +} + +void SpkDiarMonitor::setLocalDer(const QString &score) +{ + m_locDer->setText("Local:\t" + score + "%"); +} + +void SpkDiarMonitor::setGlobalDer(const QString &score) +{ + m_globDer->setText("Global:\t" + score + "%"); +} diff --git a/SpkDiarMonitor.h b/SpkDiarMonitor.h new file mode 100644 index 0000000..b31d402 --- /dev/null +++ b/SpkDiarMonitor.h @@ -0,0 +1,89 @@ +#ifndef SPKDIARMONITOR_H +#define SPKDIARMONITOR_H + +#include +#include +#include +#include +#include +#include + +#include + +#include "UtteranceTreeWidget.h" + +class SpkDiarMonitor: public QWidget +{ + Q_OBJECT + + public: + SpkDiarMonitor(int treeWidth = 480, int treeHeight = 200, bool global = false, QWidget *parent = 0); + void exportResults(); + + public slots: + void setDiarData(const arma::mat &E, const arma::mat &Sigma, const arma::mat &W); + void setSpks(QList spkIdx); + void setSpeakers(QList speakers, QMap spkWeight); + void getCurrentPattern(const QList> &subFeatures); + void getPatternFirstShot(const QList> &subFeatures); + void getPatternSecondShot(const QList> &subFeatures); + void activL2(); + void activMahal(); + void activSigmaInv(); + void activWInv(); + void normalizeVectors(bool checked); + void activMin(); + void activMax(); + void activMean(); + void activWard(); + void activSilhouette(); + void activBipartition(); + void weightInstances(bool); + void playSubtitle(QList utter); + void currentSubtitle(int subIdx); + void constrainClustering(bool checked); + void releasePosition(bool released); + void setLocalDer(const QString &score); + void setGlobalDer(const QString &score); + + signals: + void updateUtteranceTree(const arma::mat &S, const arma::mat &W, const arma::umat &V, const arma::mat &SigmaInv); + void updateUtteranceTreeShot1(const arma::mat &S, const arma::mat &W, const arma::umat &V, const arma::mat &SigmaInv); + void updateUtteranceTreeShot2(const arma::mat &S, const arma::mat &W, const arma::umat &V, const arma::mat &SigmaInv); + void clearUtteranceTree(); + void setDistance(UtteranceTree::DistType dist); + void setCovInv(const arma::mat &SigmaInv); + void normVectors(bool checked); + void setAgrCrit(UtteranceTree::AgrCrit agr); + void setPartitionMethod(UtteranceTree::PartMeth partMeth); + void setWeight(const arma::mat &W); + void playSub(QList utter); + void currSubtitle(int subIdx); + void setDiff(const arma::mat &Diff); + void setSpeakerPartition(QList> partition); + void releasePos(bool released); + +private: + QVector m_speakers; + QMap m_spkWeight; + QLabel *m_locDer; + QLabel *m_globDer; + QTextEdit *m_spks; + QRadioButton *m_l2; + QRadioButton *m_mahal; + QGroupBox *m_covBox; + QCheckBox *m_norm; + UtteranceTreeWidget *m_utterTree; + UtteranceTreeWidget *m_utterTreeShot1; + UtteranceTreeWidget *m_utterTreeShot2; + QCheckBox *m_weight; + arma::mat E; + arma::mat CovInv; + arma::mat SigmaInv; + arma::mat WInv; + QList> m_currSubFeatures; + QList> m_currSubFeaturesShot1; + QList> m_currSubFeaturesShot2; +}; + +#endif diff --git a/SpkDiarizationDialog.cpp b/SpkDiarizationDialog.cpp new file mode 100644 index 0000000..b1ee5bd --- /dev/null +++ b/SpkDiarizationDialog.cpp @@ -0,0 +1,285 @@ +#include +#include +#include +#include +#include +#include +#include + +#include "SpkDiarizationDialog.h" + +SpkDiarizationDialog::SpkDiarizationDialog(const QString &title, bool local, bool view, QWidget *parent) + : QDialog(parent), + m_dist(UtteranceTree::Mahal), + m_agrCrit(UtteranceTree::Ward), + m_partMeth(UtteranceTree::Silhouette), + m_base(false), + m_refSpk(false), + m_sigma(false), + m_local(local) +{ + setWindowTitle(title); + + QGroupBox *methBox = new QGroupBox("Local clustering method:"); + QRadioButton *hier = new QRadioButton("Bottom-Up hierarchical clustering"); + QRadioButton *base = new QRadioButton("Baseline"); + QRadioButton *refSpk = new QRadioButton("Reference speakers"); + hier->setChecked(true); + QGridLayout *methLayout = new QGridLayout; + methLayout->addWidget(hier, 0, 0); + methLayout->addWidget(base, 1, 0); + methLayout->addWidget(refSpk, 2, 0); + methBox->setLayout(methLayout); + + m_ubm = new QCheckBox(tr("New GMM/UBM")); + m_ubm->hide(); + + QGroupBox *distBox = new QGroupBox("Distance between utterance vectors:"); + m_l2 = new QRadioButton("L2"); + m_mahal = new QRadioButton("Mahalanobis"); + m_mahal->setChecked(true); + QGridLayout *distLayout = new QGridLayout; + distLayout->addWidget(m_l2, 0, 0); + distLayout->addWidget(m_mahal, 0, 1); + distBox->setLayout(distLayout); + + m_norm = new QCheckBox(tr("Normalize vectors")); + m_norm->setChecked(true); + + QGroupBox *covBox = new QGroupBox("Covariance matrix:"); + QChar sigmaChar(0xa3, 0x03); + QRadioButton *sigma = new QRadioButton(sigmaChar); + QRadioButton *w = new QRadioButton("W"); + w->setChecked(true); + QGridLayout *covLayout = new QGridLayout; + covLayout->addWidget(sigma, 0, 0); + covLayout->addWidget(w, 0, 1); + covBox->setLayout(covLayout); + + QGroupBox *agrBox = new QGroupBox("Aggregation criterion:"); + QRadioButton *min = new QRadioButton("Min."); + QRadioButton *max = new QRadioButton("Max."); + QRadioButton *mean = new QRadioButton("Mean"); + QRadioButton *ward = new QRadioButton("Ward"); + ward->setChecked(true); + QGridLayout *agrLayout = new QGridLayout; + agrLayout->addWidget(min, 0, 0); + agrLayout->addWidget(max, 0, 1); + agrLayout->addWidget(mean, 0, 2); + agrLayout->addWidget(ward, 0, 3); + agrBox->setLayout(agrLayout); + + QGroupBox *partBox = new QGroupBox("Method used to select the best partition:"); + QRadioButton *sil = new QRadioButton("Silhouette"); + QRadioButton *bip = new QRadioButton("Bipartition"); + sil->setChecked(true); + QGridLayout *partLayout = new QGridLayout; + partLayout->addWidget(sil, 0, 0); + partLayout->addWidget(bip, 0, 1); + partBox->setLayout(partLayout); + + m_weight = new QCheckBox(tr("Weight Utterances")); + + QDialogButtonBox *buttonBox = new QDialogButtonBox(QDialogButtonBox::Ok + | QDialogButtonBox::Cancel); + + QGridLayout *gridLayout = new QGridLayout; + gridLayout->addWidget(methBox, 0, 0); + gridLayout->addWidget(m_ubm, 1, 0); + gridLayout->addWidget(distBox, 2, 0); + gridLayout->addWidget(covBox, 3, 0); + gridLayout->addWidget(m_norm, 4, 0); + gridLayout->addWidget(agrBox, 5, 0); + gridLayout->addWidget(partBox, 6, 0); + gridLayout->addWidget(m_weight, 7, 0); + gridLayout->addWidget(buttonBox, 8, 0, 1, 2, Qt::AlignHCenter); + + setLayout(gridLayout); + + // hide options in case of view request + if (view) { + methBox->hide(); + distBox->hide(); + covBox->hide(); + m_norm->hide(); + agrBox->hide(); + partBox->hide(); + m_weight->hide(); + } + + // connecting signals to corresponding slots + connect(m_l2, SIGNAL(clicked()), this, SLOT(activL2())); + connect(m_l2, SIGNAL(clicked(bool)), covBox, SLOT(setDisabled(bool))); + connect(m_mahal, SIGNAL(clicked()), this, SLOT(activMahal())); + connect(m_mahal, SIGNAL(clicked(bool)), covBox, SLOT(setEnabled(bool))); + connect(sigma, SIGNAL(clicked()), this, SLOT(activSigma())); + connect(w, SIGNAL(clicked()), this, SLOT(activW())); + connect(min, SIGNAL(clicked()), this, SLOT(activMin())); + connect(max, SIGNAL(clicked()), this, SLOT(activMax())); + connect(mean, SIGNAL(clicked()), this, SLOT(activMean())); + connect(ward, SIGNAL(clicked()), this, SLOT(activWard())); + connect(sil, SIGNAL(clicked()), this, SLOT(activSilhouette())); + connect(bip, SIGNAL(clicked()), this, SLOT(activBipartition())); + connect(base, SIGNAL(clicked()), this, SLOT(activBase())); + connect(hier, SIGNAL(clicked()), this, SLOT(activHier())); + connect(refSpk, SIGNAL(clicked()), this, SLOT(activRefSpk())); + + connect(base, SIGNAL(clicked(bool)), m_ubm, SLOT(setDisabled(bool))); + connect(base, SIGNAL(clicked(bool)), distBox, SLOT(setDisabled(bool))); + connect(base, SIGNAL(clicked(bool)), covBox, SLOT(setDisabled(bool))); + connect(base, SIGNAL(clicked(bool)), m_norm, SLOT(setDisabled(bool))); + connect(base, SIGNAL(clicked(bool)), agrBox, SLOT(setDisabled(bool))); + connect(base, SIGNAL(clicked(bool)), partBox, SLOT(setDisabled(bool))); + connect(base, SIGNAL(clicked(bool)), m_weight, SLOT(setDisabled(bool))); + + connect(refSpk, SIGNAL(clicked(bool)), m_ubm, SLOT(setDisabled(bool))); + connect(refSpk, SIGNAL(clicked(bool)), distBox, SLOT(setDisabled(bool))); + connect(refSpk, SIGNAL(clicked(bool)), covBox, SLOT(setDisabled(bool))); + connect(refSpk, SIGNAL(clicked(bool)), m_norm, SLOT(setDisabled(bool))); + connect(refSpk, SIGNAL(clicked(bool)), agrBox, SLOT(setDisabled(bool))); + connect(refSpk, SIGNAL(clicked(bool)), partBox, SLOT(setDisabled(bool))); + connect(refSpk, SIGNAL(clicked(bool)), m_weight, SLOT(setDisabled(bool))); + + connect(hier, SIGNAL(clicked(bool)), m_ubm, SLOT(setEnabled(bool))); + connect(hier, SIGNAL(clicked(bool)), distBox, SLOT(setEnabled(bool))); + connect(hier, SIGNAL(clicked(bool)), covBox, SLOT(setEnabled(bool))); + connect(hier, SIGNAL(clicked(bool)), m_norm, SLOT(setEnabled(bool))); + connect(hier, SIGNAL(clicked(bool)), agrBox, SLOT(setEnabled(bool))); + connect(hier, SIGNAL(clicked(bool)), partBox, SLOT(setEnabled(bool))); + connect(hier, SIGNAL(clicked(bool)), m_weight, SLOT(setEnabled(bool))); + + connect(buttonBox, SIGNAL(accepted()), this, SLOT(accept())); + connect(buttonBox, SIGNAL(rejected()), this, SLOT(reject())); +} + +/////////////// +// accessors // +/////////////// + +QString SpkDiarizationDialog::getSpeakersFName() const +{ + return m_speakersFName; +} + +UtteranceTree::DistType SpkDiarizationDialog::getDist() const +{ + return m_dist; +} + +UtteranceTree::AgrCrit SpkDiarizationDialog::getAgrCrit() const +{ + return m_agrCrit; +} + +UtteranceTree::PartMeth SpkDiarizationDialog::getPartMeth() const +{ + return m_partMeth; +} + +bool SpkDiarizationDialog::getBase() const +{ + return m_base; +} + +bool SpkDiarizationDialog::getRefSpk() const +{ + return m_refSpk; +} + +bool SpkDiarizationDialog::getNorm() const +{ + return m_norm->isChecked(); +} + +bool SpkDiarizationDialog::getWeight() const +{ + return m_weight->isChecked(); +} + +bool SpkDiarizationDialog::getSigma() const +{ + return m_sigma; +} + +bool SpkDiarizationDialog::getUbm() const +{ + return m_ubm->isChecked(); +} + +/////////// +// slots // +/////////// + +void SpkDiarizationDialog::setSpeakersFName() +{ + m_speakersFName = QFileDialog::getOpenFileName(this, tr("Open characters labels file"), tr("/home/xavier/Dropbox/tv_series_proc_tool/tools/spkDiarization/ivecs"), tr("Data File (*.csv)")); +} + +void SpkDiarizationDialog::activL2() +{ + m_dist = UtteranceTree::L2; +} + +void SpkDiarizationDialog::activMahal() +{ + m_dist = UtteranceTree::Mahal; +} + +void SpkDiarizationDialog::activSigma() +{ + m_sigma = true; +} + +void SpkDiarizationDialog::activW() +{ + m_sigma = false; +} + +void SpkDiarizationDialog::activMin() +{ + m_agrCrit = UtteranceTree::Min; +} + +void SpkDiarizationDialog::activMax() +{ + m_agrCrit = UtteranceTree::Max; +} + +void SpkDiarizationDialog::activMean() +{ + m_agrCrit = UtteranceTree::Mean; +} + +void SpkDiarizationDialog::activWard() +{ + m_agrCrit = UtteranceTree::Ward; + update(); +} + +void SpkDiarizationDialog::activSilhouette() +{ + m_partMeth = UtteranceTree::Silhouette; +} + +void SpkDiarizationDialog::activBipartition() +{ + m_partMeth = UtteranceTree::Bipartition; +} + +void SpkDiarizationDialog::activBase() +{ + m_base = true; + m_refSpk = false; +} + +void SpkDiarizationDialog::activHier() +{ + m_base = false; + m_refSpk = false; +} + +void SpkDiarizationDialog::activRefSpk() +{ + m_base = false; + m_refSpk = true; +} diff --git a/SpkDiarizationDialog.h b/SpkDiarizationDialog.h new file mode 100644 index 0000000..0d4d115 --- /dev/null +++ b/SpkDiarizationDialog.h @@ -0,0 +1,60 @@ +#ifndef SPKDIARIZATIONDIALOG_H +#define SPKDIARIZATIONDIALOG_H + +#include +#include +#include +#include + +#include "UtteranceTree.h" + +class SpkDiarizationDialog: public QDialog +{ + Q_OBJECT + + public: + SpkDiarizationDialog(const QString &title, bool local = true, bool view = false, QWidget *parent = 0); + QString getSpeakersFName() const; + UtteranceTree::DistType getDist() const; + UtteranceTree::AgrCrit getAgrCrit() const; + UtteranceTree::PartMeth getPartMeth() const; + bool getBase() const; + bool getRefSpk() const; + bool getNorm() const; + bool getWeight() const; + bool getSigma() const; + bool getUbm() const; + + public slots: + void setSpeakersFName(); + void activL2(); + void activMahal(); + void activSigma(); + void activW(); + void activMin(); + void activMax(); + void activMean(); + void activWard(); + void activSilhouette(); + void activBipartition(); + void activBase(); + void activHier(); + void activRefSpk(); + + private: + QString m_speakersFName; + UtteranceTree::DistType m_dist; + UtteranceTree::AgrCrit m_agrCrit; + UtteranceTree::PartMeth m_partMeth; + bool m_base; + bool m_refSpk; + QCheckBox *m_ubm; + QCheckBox *m_norm; + QCheckBox *m_weight; + QRadioButton *m_l2; + QRadioButton *m_mahal; + bool m_sigma; + bool m_local; +}; + +#endif diff --git a/TV Series Processing Tool.pro b/TV Series Processing Tool.pro new file mode 100644 index 0000000..8940507 --- /dev/null +++ b/TV Series Processing Tool.pro @@ -0,0 +1,105 @@ +CONFIG += c++11 + +QT += core +QT += widgets +QT += multimedia +QT += multimediawidgets + +HEADERS += MainWindow.h + +HEADERS += NewProjectDialog.h +HEADERS += CompareImageDialog.h +HEADERS += GetFileDialog.h +HEADERS += EditSimShotDialog.h +HEADERS += ResultsDialog.h +HEADERS += ProjectModel.h +HEADERS += Segment.h +HEADERS += Series.h +HEADERS += Season.h +HEADERS += Episode.h +HEADERS += Scene.h +HEADERS += Shot.h +HEADERS += VideoFrame.h +HEADERS += SpeechSegment.h +HEADERS += ModelView.h +HEADERS += UtteranceTree.h +HEADERS += UttTreeNode.h +HEADERS += UtteranceTreeWidget.h + +HEADERS += MovieMonitor.h +HEADERS += HistoMonitor.h +HEADERS += VHistoWidget.h +HEADERS += HsHistoWidget.h +HEADERS += DiffHistoGraph.h +HEADERS += SegmentMonitor.h +HEADERS += SpeakersMonitor.h +HEADERS += SpkDiarizationDialog.h +HEADERS += SpkDiarMonitor.h + +HEADERS += MovieAnalyzer.h +HEADERS += VideoFrameProcessor.h + +HEADERS += VideoPlayer.h +HEADERS += VignetteWidget.h +HEADERS += VideoWidget.h +HEADERS += PlayerControls.h + +HEADERS += Convert.h + +SOURCES += main.cpp +SOURCES += MainWindow.cpp + +SOURCES += NewProjectDialog.cpp +SOURCES += CompareImageDialog.cpp +SOURCES += GetFileDialog.cpp +SOURCES += EditSimShotDialog.cpp +SOURCES += ResultsDialog.cpp +SOURCES += ProjectModel.cpp +SOURCES += Segment.cpp +SOURCES += Series.cpp +SOURCES += Season.cpp +SOURCES += Episode.cpp +SOURCES += Scene.cpp +SOURCES += Shot.cpp +SOURCES += VideoFrame.cpp +SOURCES += SpeechSegment.cpp +SOURCES += ModelView.cpp +SOURCES += UtteranceTree.cpp +SOURCES += UttTreeNode.cpp +SOURCES += UtteranceTreeWidget.cpp + +SOURCES += MovieMonitor.cpp +SOURCES += HistoMonitor.cpp +SOURCES += VHistoWidget.cpp +SOURCES += HsHistoWidget.cpp +SOURCES += DiffHistoGraph.cpp +SOURCES += SegmentMonitor.cpp +SOURCES += SpeakersMonitor.cpp +SOURCES += SpkDiarizationDialog.cpp +SOURCES += SpkDiarMonitor.cpp + +SOURCES += MovieAnalyzer.cpp +SOURCES += VideoFrameProcessor.cpp + +SOURCES += VideoPlayer.cpp +SOURCES += VignetteWidget.cpp +SOURCES += VideoWidget.cpp +SOURCES += PlayerControls.cpp + +SOURCES += Convert.cpp + +macx { +INCLUDEPATH += /usr/local/Cellar/opencv/2.4.7.1/include +LIBS += -L/usr/local/Cellar/opencv/2.4.7.1/lib +} + +unix { +INCLUDEPATH += /usr/include +LIBS += -L/usr/lib +} + +LIBS += -lopencv_core +LIBS += -lopencv_highgui +LIBS += -lopencv_imgproc + +LIBS += -larmadillo diff --git a/UttTreeNode.cpp b/UttTreeNode.cpp new file mode 100644 index 0000000..cb423d7 --- /dev/null +++ b/UttTreeNode.cpp @@ -0,0 +1,58 @@ +#include "UttTreeNode.h" + +UttTreeNode::UttTreeNode(double ultDist, double weight, int subRef, UttTreeNode *ls, UttTreeNode *rs, bool visible) + : m_ultDist(ultDist), + m_subRef(subRef), + m_weight(weight), + m_ls(ls), + m_rs(rs), + m_visible(visible) +{ +} + +UttTreeNode::~UttTreeNode() +{ +} + +/////////////// +// accessors // +/////////////// + +double UttTreeNode::getUltDist() const +{ + return m_ultDist; +} + +double UttTreeNode::getWeight() const +{ + return m_weight; +} + +int UttTreeNode::getSubRef() const +{ + return m_subRef; +} + +bool UttTreeNode::getVisible() const +{ + return m_visible; +} + +UttTreeNode * UttTreeNode::getLeftSon() const +{ + return m_ls; +} + +UttTreeNode * UttTreeNode::getRightSon() const +{ + return m_rs; +} + +/////////////// +// modifiers // +/////////////// + +void UttTreeNode::setVisible(bool visible) +{ + m_visible = visible; +} diff --git a/UttTreeNode.h b/UttTreeNode.h new file mode 100644 index 0000000..7725be5 --- /dev/null +++ b/UttTreeNode.h @@ -0,0 +1,26 @@ +#ifndef UTTTREENODE_H +#define UTTTREENODE_H + +class UttTreeNode +{ +public: + UttTreeNode(double ultDist, double weight, int subRef = -1, UttTreeNode *ls = nullptr, UttTreeNode *rs = nullptr, bool visible = true); + ~UttTreeNode(); + double getUltDist() const; + double getWeight() const; + int getSubRef() const; + bool getVisible() const; + UttTreeNode * getLeftSon() const; + UttTreeNode * getRightSon() const; + void setVisible(bool visible); + +private: + double m_ultDist; + int m_subRef; + double m_weight; + UttTreeNode *m_ls; + UttTreeNode *m_rs; + bool m_visible; +}; + +#endif diff --git a/UtteranceTree.cpp b/UtteranceTree.cpp new file mode 100644 index 0000000..b3fb476 --- /dev/null +++ b/UtteranceTree.cpp @@ -0,0 +1,713 @@ +#include +#include +#include +#include + +#include "UtteranceTree.h" + +using namespace arma; + +UtteranceTree::UtteranceTree() + : m_root(nullptr), + m_dist(Mahal), + m_agr(Ward), + m_partMeth(Silhouette) +{ +} + +UtteranceTree::~UtteranceTree() +{ + clearTree(m_root); + m_root = nullptr; +} + +void UtteranceTree::clearTree() +{ + clearTree(m_root); + m_root = nullptr; +} + +void UtteranceTree::clearTree(UttTreeNode *node) +{ + if (node != nullptr) { + clearTree(node->getLeftSon()); + clearTree(node->getRightSon()); + delete node; + } +} + +void UtteranceTree::displayTree(const umat &map) +{ + displayTree(m_root, map); +} + +void UtteranceTree::displayTree(UttTreeNode *node, const umat &map) +{ + if (node != nullptr) { + if (node->getUltDist() > 0) + qDebug() << node->getUltDist(); + if (node->getSubRef() != -1) + qDebug() << map(node->getSubRef()); + displayTree(node->getLeftSon(), map); + displayTree(node->getRightSon(), map); + } +} + +void UtteranceTree::displayTree(QVector characters) +{ + displayTree(m_root, characters); +} + +void UtteranceTree::displayTree(UttTreeNode *node, QVector characters) +{ + if (node != nullptr) { + if (node->getUltDist() > 0) + qDebug() << node->getUltDist(); + if (node->getSubRef() != -1) + qDebug() << characters[node->getSubRef()]; + displayTree(node->getLeftSon(), characters); + displayTree(node->getRightSon(), characters); + } +} + +qreal UtteranceTree::computeWeight(UttTreeNode *node) +{ + if (node == nullptr) + return 0.0; + + return node->getWeight() + computeWeight(node->getLeftSon()) + computeWeight(node->getRightSon()); +} + +void UtteranceTree::getClusterInstances(UttTreeNode *node, QList &instances) +{ + if (node != nullptr) { + if (node->getSubRef() != -1) + instances.push_back(node); + getClusterInstances(node->getLeftSon(), instances); + getClusterInstances(node->getRightSon(), instances); + } +} + +int UtteranceTree::getClusterSize() +{ + return getClusterSize(m_root); +} + +int UtteranceTree::getClusterSize(UttTreeNode *node) +{ + if (node == nullptr) + return 0; + + if (node->getSubRef() != -1) + return 1; + + return getClusterSize(node->getLeftSon()) + getClusterSize(node->getRightSon()); +} + +QList> UtteranceTree::getPartition() +{ + return m_partition; +} + + +QVector UtteranceTree::getCutValues() +{ + return m_cutValues; +} + + +void UtteranceTree::getCoordinates(QList>> &coord) +{ + getCoordinates(m_root, coord, 0, QPointF()); +} + +void UtteranceTree::getCoordinates(UttTreeNode *node, QList>> &coord, int leftMost, QPointF from) +{ + qreal x; + qreal y; + int lSize; + + if (node != nullptr) { + + // number of nodes in left child cluster + lSize = getClusterSize(node->getLeftSon()); + + // current y coordinate + y = node->getUltDist(); + + // current x coordinate + if (y == 0.0) + x = leftMost; + else + x = leftMost + lSize - 0.5; + + // add line from previous node and associated subtitle reference + QPointF to(x, y); + QPair nodeFeatures(node->getSubRef(), node->getVisible()); + coord.push_back(QPair>(QLineF(from, to), nodeFeatures)); + + getCoordinates(node->getLeftSon(), coord, leftMost, QPointF(x, y)); + getCoordinates(node->getRightSon(), coord, leftMost + lSize, QPointF(x, y)); + } +} + +/////////////// +// modifiers // +/////////////// + +void UtteranceTree::setTree(const mat &S, const mat &W, const mat &SigmaInv) +{ + qreal d(0.0); // minimum distance in distance matrix + mat N; // updated distance from new cluster + mat M; // updated distance from new cluster + uword toMerge1, toMerge2; // indices of the closest two instances + uword iMin, iMax; // min and max indices of the instances to merge + + // freeing memory used by current tree + clearTree(); + m_cutValues.clear(); + m_partition.clear(); + + // inverse of covariance matrix + m_SigmaInv = SigmaInv; + + // computing distance matrix between instances + mat D = computeDistMat(S, SigmaInv); + + // using DeltaI matrix in case of Ward criterion + if (m_agr == Ward) + D = computeDeltaI(D, W); + + // copying distance matrix into member attribute + m_D = D; + + /*************************************/ + /* hierarchical clustering algorithm */ + /*************************************/ + + if (D.n_rows > 0) { + + // stop condition + umat F = find(D != datum::inf); + + // initializing list of clusters + QList clusters; + for (uword i(0); i < S.n_rows; i++) + clusters.push_back(new UttTreeNode(0.0, W(i), i)); + + while (!F.is_empty()) { + + // retrieving indices of the closest two instances + d = D.min(toMerge1, toMerge2); + + // ordering the indices of instances to merge for deleting purpose + if (toMerge1 < toMerge2) { + iMin = toMerge1; + iMax = toMerge2; + } + else { + iMin = toMerge2; + iMax = toMerge1; + } + + // creation of the new cluster + UttTreeNode *newCluster = new UttTreeNode(d, 0.0, -1, clusters[iMin], clusters[iMax]); + + // re-estimating distances from cluster of agregated instances + N = updateDistances(clusters, clusters[iMin], clusters[iMax], iMin, iMax, D); + + // updating list of clusters + clusters.removeAt(iMax); + clusters.removeAt(iMin); + clusters.push_back(newCluster); + + /* + qDebug(); + cout << D; + + qDebug() << "(" << iMin + 1 << "," << iMax + 1 << ")"; + displayClusters(clusters); + qDebug(); + */ + + // updating distance matrix + D.shed_row(iMax); + D.shed_col(iMax); + D.shed_row(iMin); + D.shed_col(iMin); + D.insert_cols(D.n_cols, N); + mat T; + T << datum::inf; + N.insert_rows(N.n_rows, T); + D.insert_rows(D.n_rows, N.t()); + + /* + cout << D; + qDebug(); + */ + + // updating flag + F = find(D != datum::inf); + } + + // setting optimal partition + for (int i(0); i < clusters.size(); i++) { + qreal best = getBestCutValue(clusters[i]); + m_cutValues.push_back(best); + m_partition.append(cutTree(clusters[i], best)); + } + + // incomplete tree due to constrained clustering: + // artificially merge remaining clusters + d += d / 2; + while (clusters.size() > 1) { + + clusters[0]->setVisible(false); + clusters[1]->setVisible(false); + + UttTreeNode *newCluster = new UttTreeNode(d, 0.0, -1, clusters[0], clusters[1], false); + clusters.removeFirst(); + clusters.removeFirst(); + clusters.push_front(newCluster); + } + + if (clusters.size() > 0) { + m_root = clusters[0]; + } + } +} + +void UtteranceTree::displayClusters(QList clusters) +{ + for (int i(0); i < clusters.size(); i++) { + QList instances; + getClusterInstances(clusters[i], instances); + for (int j(0); j < instances.size(); j++) { + std::cout << (instances[j]->getSubRef() + 1) << " "; + } + std::cout << endl; + } +} + +void UtteranceTree::setPartition(qreal ultDist) +{ + m_cutValues.clear(); + m_cutValues.push_back(ultDist); + m_partition = cutTree(m_root, ultDist); +} + +QList> UtteranceTree::cutTree(UttTreeNode *node, qreal ultDist) +{ + QList> partition; + QList subTrees; + + cutTree(node, ultDist, subTrees); + + for (int i(0); i < subTrees.size(); i++) { + + QList leaves; + QList part; + getClusterInstances(subTrees[i], leaves); + + for (int j(0); j < leaves.size(); j++) + part.push_back(leaves[j]->getSubRef()); + + partition.push_back(part); + } + + return partition; +} + +void UtteranceTree::cutTree(UttTreeNode *node, qreal ultDist, QList &subTrees) +{ + if (node == nullptr) + return; + + if (node->getUltDist() <= ultDist) { + subTrees.push_back(node); + return; + } + + cutTree(node->getLeftSon(), ultDist, subTrees); + cutTree(node->getRightSon(), ultDist, subTrees); +} + +void UtteranceTree::setDist(DistType dist) +{ + m_dist = dist; +} + +void UtteranceTree::setAgr(AgrCrit agr) +{ + m_agr = agr; +} + +void UtteranceTree::setPartMeth(PartMeth partMeth) +{ + m_partMeth = partMeth; +} + +void UtteranceTree::setDiff(const mat &Diff) +{ + m_Diff = Diff; +} + + +UtteranceTree::DistType UtteranceTree::getDist() +{ + return m_dist; +} + +qreal UtteranceTree::getBestCutValue() +{ + return getBestCutValue(m_root); +} + +qreal UtteranceTree::getBestCutValue(UttTreeNode *node) +{ + QList ultDists; + QList cutDists; + QList>> partitions; + int bestIdx(-1); + + // retrieving nodes ultrametric distances + retrieveUltDist(node, ultDists); + + // deducing possible cut values + qSort(ultDists.begin(), ultDists.end(), qGreater()); + for (int i(0); i < ultDists.size() - 1; i++) + cutDists.push_back((ultDists[i] + ultDists[i+1]) / 2); + + if (ultDists.size() > 0) + cutDists.push_front(ultDists[0] + 1); + + // initializing list of possible partitions of the data set + for (int i(0); i < cutDists.size(); i++) { + QList> parti = cutTree(node, cutDists[i]); + partitions.push_back(parti); + } + + if (partitions.size() > 0) + + // call appropriate method to evaluate partitions + switch (m_partMeth) { + case Silhouette: + bestIdx = getBestPartIdxSil(partitions); + break; + case Bipartition: + bestIdx = 1; + break; + } + + if (bestIdx == -1) + return 0.0; + + return cutDists[bestIdx]; +} + +/////////////////////// +// auxiliary methods // +/////////////////////// + +qreal UtteranceTree::computeDistance(const mat &U, const mat &V, const mat &SigmaInv) +{ + qreal d(0.0); + mat diff; + + switch (m_dist) { + case L2: + d = norm(U - V); + break; + case Mahal: + diff = U - V; + d = as_scalar(sqrt(diff * SigmaInv * diff.t())); + break; + } + + return d; +} + +mat UtteranceTree::computeDistMat(const mat &S, const mat &SigmaInv) +{ + mat D(S.n_rows, S.n_rows, fill::zeros); + qreal d; + + for (uword i(0); i < S.n_rows; i++) { + D(i, i) = datum::inf; + for (uword j(i+1); j < S.n_rows; j++) { + d = computeDistance(S.row(i), S.row(j), SigmaInv); + D(i, j) = d; + D(j, i) = d; + } + } + + if (D.n_rows == m_Diff.n_rows && D.n_cols == m_Diff.n_cols) + return (D % m_Diff); + + return D; +} + +mat UtteranceTree::updateDistancesWard(const mat &S, QList clusters, UttTreeNode *newCluster, uword iMin, uword iMax) +{ + // updated distances from new cluster + mat N(clusters.size(), 1, fill::zeros); + + // weights of merged clusters and new cluster + qreal newWeight(computeWeight(newCluster)); + + // instances in the new cluter + QList newInst; + getClusterInstances(newCluster, newInst); + + // indices of new cluster instances in S matrix + umat Idx(1, newInst.size()); + for (int i(0); i < newInst.size(); i++) + Idx(0, i) = newInst[i]->getSubRef(); + + // mass center of the new cluster + mat g1 = computeClusterCenter(S, Idx); + + for (uword i(0); i < static_cast(clusters.size()); i++) + + if (i != iMin && i != iMax) { + + qreal currWeight(computeWeight(clusters[i])); + + QList currInst; + getClusterInstances(clusters[i], newInst); + + // indices of current cluster instances in S matrix + umat currIdx(1, newInst.size()); + for (int j(0); j < newInst.size(); j++) + currIdx(0, j) = newInst[j]->getSubRef(); + + // mass center of the new cluster + mat g2 = computeClusterCenter(S, currIdx); + + N(i, 0) = (newWeight * currWeight) / (newWeight + currWeight) * pow(computeDistance(g1, g2, m_SigmaInv), 2); + + if (!is_finite(N.row(i))) + N(i, 0) = datum::inf; + } + + // removing rows corresponding to clustered instances + N.shed_row(iMax); + N.shed_row(iMin); + + return N; +} + +mat UtteranceTree::computeClusterCenter(const mat &S, const umat &Idx) +{ + // mass center + mat g(1, S.n_cols); + + // matrix of cluster instances + mat I = S.rows(Idx); + g = sum(I) / I.n_rows; + + return g; +} + +mat UtteranceTree::updateDistances(QList clusters, UttTreeNode *merged1, UttTreeNode *merged2, uword iMin, uword iMax, const mat &D) +{ + // updated distances from new cluster + mat N(clusters.size(), 1, fill::zeros); + + // weights of merged clusters and new cluster + qreal weight1(computeWeight(merged1)); + qreal weight2(computeWeight(merged2)); + qreal totWeight = weight1 + weight2; + + // weight of current cluster + qreal currWeight; + + // coefficients of Lance-Wiliams formula + qreal alpha1(0.0), alpha2(0.0), beta(0.0), gamma(0.0); + + // initializing coefficients in case of min/max/mean criteria + switch (m_agr) { + case Min: + alpha2 = alpha1 = 1.0 / 2.0; + gamma = - 1.0 / 2.0; + break; + case Max: + alpha2 = alpha1 = 1.0 / 2.0; + gamma = 1.0 / 2.0; + break; + case Mean: + alpha1 = weight1 / totWeight; + alpha2 = weight2 / totWeight; + break; + case Ward: + break; + } + + // looping over clusters + for (uword i(0); i < static_cast(clusters.size()); i++) + + if (i != iMin && i != iMax) { + + // initializing coefficients in case of ward criterion + if (m_agr == Ward) { + currWeight = computeWeight(clusters[i]); + alpha1 = (currWeight + weight1) / (currWeight + totWeight); + alpha2 = (currWeight + weight2) / (currWeight + totWeight); + beta = - currWeight / (currWeight + totWeight); + } + N(i, 0) = alpha1 * D(iMin, i) + alpha2 * D(iMax, i) + beta * D(iMin, iMax) + gamma * std::abs(D(iMin, i) - D(iMax, i)); + + if (!is_finite(N.row(i))) + N(i, 0) = datum::inf; + } + + // removing rows corresponding to clustered instances + N.shed_row(iMax); + N.shed_row(iMin); + + return N; +} + +mat UtteranceTree::retrieveCentroid(const arma::mat &S) +{ + return sum(S, 0) / S.n_rows; +} + +mat UtteranceTree::computeDeltaI(const mat &D, const mat &W) +{ + qreal wardDist; + mat DeltaI(pow(D, 2)); + + for (uword i(0); i < DeltaI.n_rows; i++) { + DeltaI(i, i) = datum::inf; + for (uword j(i+1); j < DeltaI.n_cols; j++) { + wardDist = W(i) * W(j) * DeltaI(i, j); + DeltaI(i, j) = wardDist; + DeltaI(j, i) = wardDist; + } + } + + if (DeltaI.n_rows == m_Diff.n_rows && DeltaI.n_cols == m_Diff.n_cols) + return (DeltaI % m_Diff); + + return DeltaI; +} + +void UtteranceTree::retrieveUltDist(UttTreeNode *node, QList &ultDists) +{ + qreal currDist; + + if (node != nullptr && !ultDists.contains((currDist = node->getUltDist()))) { + ultDists.push_back(currDist); + retrieveUltDist(node->getLeftSon(), ultDists); + retrieveUltDist(node->getRightSon(), ultDists); + } +} + +int UtteranceTree::getBestPartIdxSil(QList>> partitions) +{ + int n(partitions[0][0].size()); // number of instances + QVector Q(n); // quality measure for each partition + QVector map(n); + QMap mapInv; + QVector C(n); // cluster of each instance + QVector> D(n); // distance between each instance and each cluster + QVector a(n); // distance between an instance and its cluster + QVector b(n); // distance between an instance and the second closest cluster + QVector s(n); // measures if instance is correctly classified + int iBest(0); + Q[iBest] = -1.0; + + // saving indices + for (int i(0); i < n; i++) { + map[i] = partitions[0][0][i]; + mapInv[partitions[0][0][i]] = i; + } + + // looping over the partitions containing (2, ..., n) elements + for (int i(1); i < partitions.size(); i++) { + + // current partition + QList> partition = partitions[i]; + + // for each instance, retrieving its cluster + for (int j(0); j < n; j++) { + int k(0); + bool found(false); + while (!found && k < partition.size()) { + if (partition[k].contains(map[j])) { + C[j] = k; + found = true; + } + k++; + } + } + // for each instance, computing its average distance from members of each cluster + QVector d(partition.size()); + + // looping over instances + for (int j(0); j < n; j++) { + + // looping over clusters + for (int k(0); k < partition.size(); k++) { + + // initializing distance between instance j and cluster k + d[k] = 0.0; + int clusterCard = partition[k].size(); + + // looping over cluster instances + for (int l(0); l < clusterCard; l++) + if (map[j] != partition[k][l]) { + + d[k] += m_D(map[j], partition[k][l]); + } + + // normalizing distance between instance j and cluster k + int normFac = (k == C[j]) ? clusterCard - 1 : clusterCard; + d[k] /= normFac; + } + + // distance between current instance and its cluster + a[j] = d[C[j]]; + + // computing distance between current instance and second closest cluster + // initialization + int k(0); + while (k < partition.size() && k == C[j]) + k++; + b[j] = d[k]; + + // retrieving closest cluster + for (int k(0); k < partition.size(); k++) { + if (k != C[j] && d[k] < b[j]) + b[j] = d[k]; + } + + // computing s(x_i) + if (partition[C[j]].size() == 1) + s[j] = 0; + else + s[j] = (b[j] - a[j]) / std::max(a[j], b[j]); + } + + // looping over clusters + for (int k(0); k < partition.size(); k++) { + qreal mean = 0.0; + + for (int j(0); j < partition[k].size(); j++) { + int idx = mapInv[partition[k][j]]; + mean += s[idx]; + } + + mean /= partition[k].size(); + Q[i] += partition[k].size() * mean; + } + + Q[i] /= n; + + if (Q[i] >= Q[iBest]) + iBest = i; + } + + return iBest; +} diff --git a/UtteranceTree.h b/UtteranceTree.h new file mode 100644 index 0000000..e98e19a --- /dev/null +++ b/UtteranceTree.h @@ -0,0 +1,79 @@ +#ifndef UTTERANCETREE_H +#define UTTERANCETREE_H + +#include +#include + +#include + +#include "UttTreeNode.h" + +class UtteranceTree +{ +public: + enum DistType { + L2, Mahal + }; + + enum AgrCrit { + Min, Max, Mean, Ward + }; + + enum PartMeth { + Silhouette, Bipartition + }; + + UtteranceTree(); + ~UtteranceTree(); + + void clearTree(); + void clearTree(UttTreeNode *node); + void setTree(const arma::mat &S, const arma::mat &W, const arma::mat &Sigma); + void setDist(DistType dist); + void setAgr(AgrCrit agr); + void setPartMeth(PartMeth partMeth); + void setDiff(const arma::mat &Diff); + void displayTree(const arma::umat &map); + void displayTree(UttTreeNode *node, const arma::umat &map); + void displayTree(QVector characters); + void displayTree(UttTreeNode *node, QVector characters); + + double computeWeight(UttTreeNode *node); + void getClusterInstances(UttTreeNode *node, QList &instances); + int getClusterSize(); + int getClusterSize(UttTreeNode *node); + void getCoordinates(QList>> &coord); + void getCoordinates(UttTreeNode *node, QList>> &coord, int leftMost, QPointF from); + DistType getDist(); + void setPartition(qreal height); + QList> cutTree(UttTreeNode *node, qreal height); + void cutTree(UttTreeNode *node, double ultDist, QList &subTrees); + double getBestCutValue(); + QList> getPartition(); + QVector getCutValues(); + + private: + double computeDistance(const arma::mat &U, const arma::mat &V, const arma::mat &SigmaInv); + arma::mat computeDistMat(const arma::mat &S, const arma::mat &SigmaInv); + arma::mat updateDistances(QList clusters, UttTreeNode *merged1, UttTreeNode *merged2, arma::uword iMin, arma::uword iMax, const arma::mat &D); + arma::mat updateDistancesWard(const arma::mat &S, QList clusters, UttTreeNode *newCluster, arma::uword iMin, arma::uword iMax); + arma::mat retrieveCentroid(const arma::mat &S); + arma::mat computeDeltaI(const arma::mat &D, const arma::mat &W); + arma::mat computeClusterCenter(const arma::mat &S, const arma::umat &Idx); + void retrieveUltDist(UttTreeNode *node, QList &ultDists); + int getBestPartIdxSil(QList>> partitions); + void displayClusters(QList clusters); + double getBestCutValue(UttTreeNode *node); + + QList> m_partition; + QVector m_cutValues; + UttTreeNode *m_root; + DistType m_dist; + AgrCrit m_agr; + PartMeth m_partMeth; + arma::mat m_D; + arma::mat m_Diff; + arma::mat m_SigmaInv; +}; + +#endif diff --git a/UtteranceTreeWidget.cpp b/UtteranceTreeWidget.cpp new file mode 100644 index 0000000..544d1d4 --- /dev/null +++ b/UtteranceTreeWidget.cpp @@ -0,0 +1,366 @@ +#include +#include +#include + +#include "UtteranceTreeWidget.h" + +using namespace arma; + +UtteranceTreeWidget::UtteranceTreeWidget(int width, int height, QWidget *parent) + : QWidget(parent), + m_width(width), + m_height(height), + m_yPad(0.0), + m_YRatio(1.0), + m_posReleased(true) +{ + setFixedSize(m_width, m_height); + setMouseTracking(true); + + m_tree = new UtteranceTree; +} + +QList> UtteranceTreeWidget::getPartition() +{ + return m_tree->getPartition(); +} + +/////////// +// slots // +/////////// + +void UtteranceTreeWidget::setDiff(const arma::mat &Diff) +{ + m_tree->setDiff(Diff); + m_tree->setTree(m_S, m_W, m_SigmaInv); + m_cutDist = m_tree->getCutValues(); + + // m_tree->displayTree(m_map); + + update(); +} + +void UtteranceTreeWidget::updateUtteranceTree(const mat &S, const mat &W, const umat &map, const mat &SigmaInv) +{ + m_S = S; + m_unnormS = S; + m_W = W; + m_SigmaInv = SigmaInv; + m_map = map; + m_tree->setTree(m_S, m_W, m_SigmaInv); + m_cutDist = m_tree->getCutValues(); + + // m_tree->displayTree(m_map); + + update(); +} + +void UtteranceTreeWidget::setDistance(UtteranceTree::DistType dist) +{ + m_tree->setDist(dist); + m_tree->setTree(m_S, m_W, m_SigmaInv); + m_cutDist = m_tree->getCutValues(); + + // m_tree->displayTree(m_map); + + update(); +} + +void UtteranceTreeWidget::setCovInv(const mat &CovInv) +{ + m_SigmaInv = CovInv; + + m_tree->setTree(m_S, m_W, m_SigmaInv); + m_cutDist = m_tree->getCutValues(); + + // m_tree->displayTree(m_map); + + update(); +} + +void UtteranceTreeWidget::setAgrCrit(UtteranceTree::AgrCrit agr) +{ + m_tree->setAgr(agr); + m_tree->setTree(m_S, m_W, m_SigmaInv); + m_cutDist = m_tree->getCutValues(); + + // m_tree->displayTree(m_map); + + update(); +} + +void UtteranceTreeWidget::setWeight(const mat &W) +{ + m_W = W; + m_tree->setTree(m_S, m_W, m_SigmaInv); + m_cutDist = m_tree->getCutValues(); + + // m_tree->displayTree(m_map); + + update(); +} + +void UtteranceTreeWidget::setPartitionMethod(UtteranceTree::PartMeth partMeth) +{ + m_tree->setPartMeth(partMeth); + m_tree->setTree(m_S, m_W, m_SigmaInv); + m_cutDist = m_tree->getCutValues(); + + // m_tree->displayTree(m_map); + + update(); +} + +void UtteranceTreeWidget::normalizeVectors(bool checked) +{ + UtteranceTree::DistType distType = m_tree->getDist(); + qreal normFac; + + for (uword i(0); i < m_unnormS.n_rows; i++) { + switch (distType) { + + case UtteranceTree::L2: + normFac = as_scalar(m_unnormS.row(i) * m_unnormS.row(i).t()); + break; + + case UtteranceTree::Mahal: + normFac = as_scalar(m_unnormS.row(i) * m_SigmaInv * m_unnormS.row(i).t()); + break; + } + + if (checked) + m_S.row(i) = m_unnormS.row(i) / normFac; + else + m_S.row(i) = m_unnormS.row(i); + } + + m_tree->setTree(m_S, m_W, m_SigmaInv); + m_cutDist = m_tree->getCutValues(); + + update(); +} + +void UtteranceTreeWidget::paintEvent(QPaintEvent *event) +{ + Q_UNUSED(event); + + QPainter painter(this); + + qreal x1, x2, y1, y2; // node coordinates + qreal refWidth = 3.0 / 4.0 * m_width; // width available for drawing + qreal refHeight = 3.0 / 4.0 * m_height; // height available for drawing + qreal xPad = (m_width - refWidth) / 2; // shift along X-axis + m_yPad = (m_height - refHeight) / 2; // shift along Y-axis + int subRef; // subtitle index + QString subLabel; // and its string version + QFont font; + int pixelSize(10); + QString gradLabel; + QList selectedNodes; + qreal lineWidth(2.0); + + // font settings + font.setBold(true); + font.setPixelSize(pixelSize); + painter.setFont(font); + painter.setPen(QPen(QBrush(Qt::black), lineWidth)); + + // filling background + painter.fillRect(QRect(0, 0, m_width, m_height), QBrush(Qt::white)); + + // retrieving nodes coordinates + QList>> coord; + m_tree->getCoordinates(coord); + + // removing first line + if (coord.size() > 0) + coord.pop_front(); + + // number of instances + qreal maxWidth(m_tree->getClusterSize()-1); + + // draw tree corresponding to possible partitions of the data set + if (maxWidth > 0) { + + // horizontal and vertical scaling factors + qreal XRatio(refWidth / maxWidth); + qreal maxHeight(coord[0].first.y1()); + m_YRatio = refHeight / maxHeight; + + // draw root + if (coord[0].second.second) { + x1 = xPad + coord[0].first.x1() * XRatio; + y1 = m_height - (m_yPad + coord[0].first.y1() * m_YRatio); + painter.drawLine(x1, 0, x1, y1); + } + + // drawing y-axis + x1 = 1; + x2 = m_width - 1; + y1 = m_yPad; + y2 = m_height - m_yPad;; + painter.drawLine(x1, y1, x1, y2); + painter.drawLine(x2, y1, x2, y2); + + // drawing gradations + painter.setPen(QPen(QBrush(Qt::black), lineWidth)); + const int nGrad(3); + const int gradWidth(4); + + for (int i(0); i <= nGrad; i++) { + gradLabel = QString::number(i * maxHeight / nGrad, 'g', 3); + + x1 = 1; + x2 = 1 + gradWidth; + y1 = m_height - (m_yPad + i * refHeight / nGrad); + painter.drawLine(x1, y1, x2, y1); + painter.drawText(QRectF(x2 + 2, y1 - 7, xPad, m_yPad), Qt::AlignLeft, gradLabel); + + x1 = m_width - 1; + x2 = m_width - (1 + gradWidth); + painter.drawLine(x1, y1, x2, y1); + painter.drawText(QRectF(x2 - (xPad + 2), y1 - 7, xPad, m_yPad), Qt::AlignRight, gradLabel); + } + + // drawing tree(s) + m_selectedUtter.clear(); + + QVector> treeBound(m_cutDist.size()); + for (int i(0); i < treeBound.size(); i++) + treeBound[i] = QPair(width(), 0.0); + + QList> treesCoord; + QList invisPoints; + + for (int i(0); i < coord.size(); i++) { + + // setting drawing color + QColor color; + bool visible = coord[i].second.second; + color = Qt::black; + + // coordinates required to draw from parent node + x1 = xPad + coord[i].first.x1() * XRatio; + x2 = xPad + coord[i].first.x2() * XRatio; + y1 = m_height - (m_yPad + coord[i].first.y1() * m_YRatio); + y2 = m_height - (m_yPad + coord[i].first.y2() * m_YRatio); + + // adding root coordinates to dendogram lists of points + if (coord[i].first.y1() == coord[0].first.y1()) { + + QList pointList; + + // case of single dendogram (unconstrained clustering) + if (m_cutDist.size() == 1) { + pointList << QPointF(x1, y1); + if (treesCoord.isEmpty()) + treesCoord.push_back(pointList); + else + treesCoord[0].push_back(QPointF(x2, y2)); + } + + // case of multiple dendograms (constrained clustering) + else if (y2 > y1) { + pointList << QPointF(x2, y2); + treesCoord.push_back(pointList); + } + } + + // updating list of points for each dendogram + int j(0); + while (j < treesCoord.size() && !treesCoord[j].contains(QPointF(x1, y1))) + j++; + + if (j < treesCoord.size()) { + treesCoord[j].push_back(QPointF(x2, y2)); + + // adjusting dendogram boundaries + qreal lim = m_height - (m_yPad + m_cutDist[j] * m_YRatio); + + if (x2 < treeBound[j].first && y1 < lim && y2 > lim) + treeBound[j].first = x2; + if (x2 > treeBound[j].second && y1 < lim && y2 > lim) + treeBound[j].second = x2 + lineWidth; + } + + // node label + subRef = coord[i].second.first; + + // change color if mouse points to current node + if ((((m_mousePos.x() <= x1 && m_mousePos.x() >= x2) || + (m_mousePos.x() >= x1 && m_mousePos.x() <= x2)) && + (m_mousePos.y() > y1 && m_mousePos.y() <= y2)) || + selectedNodes.contains(QPoint(x1, y1))) { + color = Qt::red; + selectedNodes.push_back(QPoint(x2, y2)); + + if (subRef != -1) + m_selectedUtter.push_back(as_scalar(m_map.col(subRef))); + } + + // drawing from previous node + if (!visible) { + invisPoints.push_back(QPointF(x2, y2)); + color = Qt::white; + } + + else if (invisPoints.contains(QPointF(x1, y1))) { + painter.setPen(QPen(QBrush(color), lineWidth)); + painter.drawLine(x1, y1 - gradWidth * 4, x1, y1); + } + + painter.setPen(QPen(QBrush(color), lineWidth)); + painter.drawLine(x1, y1, x2, y1); + painter.drawLine(x2, y1, x2, y2); + } + + // drawing optimal cut(s) + painter.setPen(QPen(QBrush(Qt::black), lineWidth / 2, Qt::DotLine)); + for (int i(0); i < m_cutDist.size(); i++) { + y1 = m_height - (m_yPad + m_cutDist[i] * m_YRatio); + painter.drawLine(treeBound[i].first - lineWidth * 3, y1, treeBound[i].second + lineWidth * 2, y1); + } + + qSort(m_selectedUtter); + emit(setSpeakers(m_selectedUtter)); + } +} + +void UtteranceTreeWidget::mousePressEvent(QMouseEvent * event) +{ + Q_UNUSED(event); + + m_posReleased = !m_posReleased; +} + +void UtteranceTreeWidget::mouseDoubleClickEvent(QMouseEvent * event) +{ + Q_UNUSED(event); + + if (!m_selectedUtter.isEmpty()) + emit playSubtitle(m_selectedUtter); +} + +void UtteranceTreeWidget::mouseMoveEvent(QMouseEvent * event) +{ + if (m_posReleased) { + m_mousePos.setX(event->x()); + m_mousePos.setY(event->y()); + update(); + } +} + +void UtteranceTreeWidget::setCurrSubtitle(int subIdx) +{ + QString currSub = QString::number(subIdx+1); + + if (currSub != m_currSub) { + m_currSub = currSub; + update(); + } +} + +void UtteranceTreeWidget::releasePos(bool released) +{ + m_posReleased = released; +} diff --git a/UtteranceTreeWidget.h b/UtteranceTreeWidget.h new file mode 100644 index 0000000..135a395 --- /dev/null +++ b/UtteranceTreeWidget.h @@ -0,0 +1,61 @@ +#ifndef UTTERANCETREEWIDGET_H +#define UTTERANCETREEWIDGET_H + +#include +#include +#include + +#include + +#include "UtteranceTree.h" + +class UtteranceTreeWidget: public QWidget +{ + Q_OBJECT + + public: + UtteranceTreeWidget(int width = 480, int height = 270, QWidget *parent = 0); + QList> getPartition(); + + public slots: + void updateUtteranceTree(const arma::mat &S, const arma::mat &W, const arma::umat &map, const arma::mat &SigmaInv); + void setDistance(UtteranceTree::DistType dist); + void setCovInv(const arma::mat &CovInv); + void setAgrCrit(UtteranceTree::AgrCrit agr); + void setPartitionMethod(UtteranceTree::PartMeth partMeth); + void setWeight(const arma::mat &W); + void setCurrSubtitle(int subIdx); + void normalizeVectors(bool checked); + void setDiff(const arma::mat &Diff); + void releasePos(bool released); + + signals: + void playSubtitle(QList utter); + void setSpeakers(QList spkIdx); + + protected: + void paintEvent(QPaintEvent * event); + void mousePressEvent(QMouseEvent * event); + void mouseDoubleClickEvent(QMouseEvent * event); + void mouseMoveEvent(QMouseEvent * event); + + private: + int m_width; + int m_height; + arma::mat m_S; + arma::mat m_unnormS; + arma::mat m_W; + arma::mat m_SigmaInv; + arma::umat m_map; + UtteranceTree *m_tree; + QString m_currSub; + QVector m_cutDist; + QList> m_partition; + qreal m_yPad; + qreal m_YRatio; + QPoint m_mousePos; + QList m_selectedUtter; + bool m_posReleased; +}; + +#endif diff --git a/VHistoWidget.cpp b/VHistoWidget.cpp new file mode 100644 index 0000000..67f5fb0 --- /dev/null +++ b/VHistoWidget.cpp @@ -0,0 +1,55 @@ +#include +#include "VHistoWidget.h" +#include + +using namespace cv; +using namespace std; + +VHistoWidget::VHistoWidget(int scale, int width, int height, int paletteHeight, QWidget *parent) + : QWidget(parent), + m_width(width), + m_height(height), + m_paletteHeight(paletteHeight), + m_scale(scale) +{ + setFixedSize(m_width, m_height + m_paletteHeight + 1); +} + +/////////// +// slots // +/////////// + +void VHistoWidget::setHisto(const Mat &vHisto) +{ + m_vHisto = vHisto; + update(); +} + +void VHistoWidget::setScale(int scale) +{ + m_scale = scale; + update(); +} + +void VHistoWidget::paintEvent(QPaintEvent *event) +{ + Q_UNUSED(event); + float binWidth = static_cast(m_width) / m_vHisto.rows; + + QPainter painter(this); + painter.fillRect(0, 0, m_width, m_height, QBrush(Qt::white)); + float vNormFac = 256.0 / m_vHisto.rows; + + for (int i = 1; i <= m_vHisto.rows; i++) { + QRectF rectangle(QPointF((i-1) * binWidth, + m_height * (1 - m_scale * m_vHisto.at(i-1))), + QPointF(i * binWidth, + m_height)); + painter.fillRect(rectangle, QBrush(Qt::black)); + + QRectF palette(QPointF((i-1) * binWidth, m_height + 1), + QPointF(i * binWidth, m_height + 1 + m_paletteHeight)); + QColor vLevel(qRound((i-1) * vNormFac), qRound((i-1) * vNormFac), qRound((i-1) * vNormFac)); + painter.fillRect(palette, vLevel); + } +} diff --git a/VHistoWidget.h b/VHistoWidget.h new file mode 100644 index 0000000..e6d48e7 --- /dev/null +++ b/VHistoWidget.h @@ -0,0 +1,31 @@ +#ifndef VHISTOWIDGET_H +#define VHISTOWIGET_H + +#include +#include +#include "VideoFrameProcessor.h" + +class VHistoWidget: public QWidget +{ + Q_OBJECT + + public: + VHistoWidget(int scale, int width = 210, int height = 130, int paletteHeight = 10, QWidget *parent = 0); + void setHisto(const cv::Mat &vHisto); + + public slots: + void setScale(int scale); + + protected: + void paintEvent(QPaintEvent *event); + + private: + int m_width; + int m_height; + int m_paletteHeight; + int m_scale; + VideoFrameProcessor *m_processor; + cv::Mat m_vHisto; +}; + +#endif diff --git a/VideoFrame.cpp b/VideoFrame.cpp new file mode 100644 index 0000000..5c525ee --- /dev/null +++ b/VideoFrame.cpp @@ -0,0 +1,96 @@ +#include +#include + +#include "VideoFrame.h" + +VideoFrame::VideoFrame(Segment *parentSegment) + : Segment(parentSegment) +{ +} + +VideoFrame::VideoFrame(int id, qint64 position, Segment *parentSegment, Segment::Source source, const QString &sub) + : Segment(position, parentSegment, source), + m_id(id), + m_sub(sub) +{ + m_speaker = new QVector(3); +} + +VideoFrame::~VideoFrame() +{ +} + +void VideoFrame::read(const QJsonObject &json) +{ + m_id = json["id"].toInt(); + m_sub = json["sub"].toString(); + + m_speaker = new QVector(3); + + QJsonArray spkArray = json["spk"].toArray(); + for (int i(0); i < m_speaker->size(); i++) { + QString speaker = spkArray[i].toString(); + while (speaker.indexOf(" ") == 0) + speaker = speaker.replace(0, 1, ""); + m_speaker->replace(i, speaker); + } + + Segment::read(json); +} + +void VideoFrame::write(QJsonObject &json) const +{ + json["id"] = m_id; + json["sub"] = m_sub; + + QJsonArray spkArray; + for (int i = 0; i < m_speaker->size(); i++) + spkArray.append(m_speaker->at(i)); + + json["spk"] = spkArray; + + Segment::write(json); +} + +QString VideoFrame::display() const +{ + return "Frame " + QString::number(m_id); +} + +////////////// +// acessors // +////////////// + +int VideoFrame::getNumber() const +{ + return row() + 1; +} + +QString VideoFrame::getSub() const +{ + return m_sub; +} + +QString VideoFrame::getSpeaker(VideoFrame::SpeakerSource source) const +{ + return m_speaker->value(source); +} + +/////////////// +// modifiers // +/////////////// + +void VideoFrame::setSub(const QString &sub) +{ + m_sub = sub; +} + +void VideoFrame::setSpeaker(const QString &speaker, VideoFrame::SpeakerSource source) +{ + m_speaker->replace(source, speaker); +} + +void VideoFrame::clearSpeaker(VideoFrame::SpeakerSource source) +{ + m_speaker->replace(source, ""); +} diff --git a/VideoFrame.h b/VideoFrame.h new file mode 100644 index 0000000..0167431 --- /dev/null +++ b/VideoFrame.h @@ -0,0 +1,36 @@ +#ifndef VIDEOFRAME_H +#define VIDEOFRAME_H + +#include +#include + +#include "Segment.h" + +class VideoFrame: public Segment +{ + public: + enum SpeakerSource { + Ref, Hyp1, Hyp2 + }; + + VideoFrame(Segment *parentSegment); + VideoFrame(int id, qint64 position, Segment *parentSegment, Segment::Source source = Segment::Manual, const QString &sub = QString()); + ~VideoFrame(); + void read(const QJsonObject &json); + void write(QJsonObject &json) const; + QString display() const; + int getNumber() const; + QString getSub() const; + QString getSpeaker(VideoFrame::SpeakerSource source) const; + void setSub(const QString &sub); + void setSpeaker(const QString &speaker, VideoFrame::SpeakerSource source); + void clearSpeaker(VideoFrame::SpeakerSource source); + + private: + int m_id; + QString m_sub; + QVector *m_speaker; +}; + +#endif + diff --git a/VideoFrameProcessor.cpp b/VideoFrameProcessor.cpp new file mode 100644 index 0000000..09b85fc --- /dev/null +++ b/VideoFrameProcessor.cpp @@ -0,0 +1,137 @@ +#include + +#include "VideoFrameProcessor.h" + +using namespace cv; + +VideoFrameProcessor::VideoFrameProcessor(int metrics, QObject *parent) + : QObject(parent), + m_metrics(metrics), + m_normFactor(1.0) +{ +} + +/////////// +// slots // +/////////// + +cv::Mat VideoFrameProcessor::genVHisto(const cv::Mat &frame, int vBins) +{ + // histogram + Mat vHisto; + + // use the 3-rd channel + int channels[] = { 2 }; + + // value varies from 0 to 255 + float range[] = { 0, 256 }; + const float* histRange = { range }; + + // computing and normalizing histogram + calcHist(&frame, 1, channels, Mat(), vHisto, 1, &vBins, &histRange, true, false); + normalize(vHisto, vHisto, 1, 0, NORM_L1); + + return vHisto; +} + +cv::Mat VideoFrameProcessor::genHsHisto(const cv::Mat &frame, int hBins, int sBins) +{ + // histogram + Mat hsHisto; + + // use the 1-st and 2-nd channels + int channels[] = { 0, 1 }; + + // histogram sizes as defined by user + int histSize[] = { hBins, sBins }; + + // hue varies from 0 to 255, saturation from 0 to 180 + float hRange[] = { 0, 256 }; + float sRange[] = { 0, 180 }; + const float* ranges[] = { hRange, sRange }; + + // computing and normalizing histogram + calcHist(&frame, 1, channels, Mat(), hsHisto, 2, histSize, ranges, true, false); + normalize(hsHisto, hsHisto, 1, 0, NORM_L1); + + return hsHisto; +} + +cv::Mat VideoFrameProcessor::genHsvHisto(const cv::Mat &frame, int hBins, int sBins, int vBins) +{ + // histogram + Mat hsvHisto; + + // use the three channels + int channels[] = { 0, 1, 2 }; + + // histogram sizes as defined by user + int histSize[] = { hBins, sBins, vBins }; + + // hue varies from 0 to 255, saturation from 0 to 180 and value from 0 to 255 + float hRange[] = { 0, 256 }; + float sRange[] = { 0, 180 }; + float vRange[] = { 0, 255 }; + const float* ranges[] = { hRange, sRange, vRange }; + + // computing and normalizing histogram + calcHist(&frame, 1, channels, Mat(), hsvHisto, 3, histSize, ranges, true, false); + normalize(hsvHisto, hsvHisto, 1, 0, NORM_L1); + + return hsvHisto; +} + +double VideoFrameProcessor::distanceFromPrev(const Mat &hist, const Mat &prevHist) +{ + double dist(1.0); + + if (hist.size() == prevHist.size()) { + if (m_metrics == NORM_L1 || m_metrics == NORM_L2) + dist = norm(hist, prevHist, m_metrics); + else + dist = compareHist(hist, prevHist, m_metrics); + } + else + dist = -1.0; + + if (m_metrics == CV_COMP_CORREL) + dist = 1.0 - dist; + + return dist; +} + +void VideoFrameProcessor::activL1() +{ + m_metrics = NORM_L1; + m_normFactor = 0.5; +} + +void VideoFrameProcessor::activL2() +{ + m_metrics = NORM_L2; + m_normFactor = 1 / sqrt(2); +} + +void VideoFrameProcessor::activCorrel() +{ + m_metrics = CV_COMP_CORREL; + m_normFactor = 1.0; +} + +void VideoFrameProcessor::activChiSqr() +{ + m_metrics = CV_COMP_CHISQR; + m_normFactor = 1.0; +} + +void VideoFrameProcessor::activIntersect() +{ + m_metrics = CV_COMP_INTERSECT; + m_normFactor = 1.0; +} + +void VideoFrameProcessor::activHellinger() +{ + m_metrics = CV_COMP_HELLINGER; + m_normFactor = 1.0; +} diff --git a/VideoFrameProcessor.h b/VideoFrameProcessor.h new file mode 100644 index 0000000..98fe18c --- /dev/null +++ b/VideoFrameProcessor.h @@ -0,0 +1,35 @@ +#ifndef VIDEOFRAMEPROCESSOR_H +#define VIDEOFRAMEPROCESSOR_H + +#include +#include + +class VideoFrameProcessor: public QObject +{ + Q_OBJECT + + public: + enum HistoType { + Lum, Hs, Hsv + }; + VideoFrameProcessor(int metrics = 0, QObject *parent = 0); + + public slots: + cv::Mat genVHisto(const cv::Mat &frame, int vBins); + cv::Mat genHsHisto(const cv::Mat &frame, int hBins, int sBins); + cv::Mat genHsvHisto(const cv::Mat &frame, int hBins, int sBins, int vBins); + double distanceFromPrev(const cv::Mat &hist, const cv::Mat &prevHist); + void activL1(); + void activL2(); + void activCorrel(); + void activChiSqr(); + void activIntersect(); + void activHellinger(); + + private: + int m_metrics; + qreal m_normFactor; +}; + +#endif + diff --git a/VideoPlayer.cpp b/VideoPlayer.cpp new file mode 100644 index 0000000..87e2baa --- /dev/null +++ b/VideoPlayer.cpp @@ -0,0 +1,304 @@ +#include +#include +#include +#include +#include +#include + +#include "VideoPlayer.h" + +///////////////// +// constructor // +///////////////// + +VideoPlayer::VideoPlayer(int nVignettes, QWidget *parent) + : QWidget(parent), + m_segIdx(0) +{ + m_player = new QMediaPlayer(this); + + m_movieMonitor = new MovieMonitor; + + m_vignetteWidget = new VignetteWidget(nVignettes, 480); + + m_defaultLabel = new QLabel; + m_defaultLabel->setPixmap(QPixmap("pictures/LogoLIA2.png")); + + m_videoWidget = new VideoWidget; + m_player->setVideoOutput(m_videoWidget); + + m_subLabel = new QLabel; + m_subLabel->setAlignment(Qt::AlignHCenter); + + QHBoxLayout *audioLayout = new QHBoxLayout; + audioLayout->addWidget(m_subLabel); + + m_controls = new PlayerControls; + + m_probe = new QVideoProbe; + m_probe->setSource(m_player); + + m_segments.push_back(QPair(0, 5000000)); + + QVBoxLayout *vLayout = new QVBoxLayout; + vLayout->addWidget(m_vignetteWidget); + vLayout->addWidget(m_defaultLabel); + vLayout->addWidget(m_videoWidget); + vLayout->addLayout(audioLayout); + vLayout->addWidget(m_controls); + + QHBoxLayout *layout = new QHBoxLayout; + layout->addWidget(m_movieMonitor); + layout->addLayout(vLayout); + setLayout(layout); + + m_videoWidget->hide(); + m_controls->setEnabled(false); + + connect(m_controls, SIGNAL(play()), m_player, SLOT(play())); + connect(m_controls, SIGNAL(pause()), m_player, SLOT(pause())); + connect(m_controls, SIGNAL(stop()), m_player, SLOT(stop())); + connect(m_controls, SIGNAL(stop()), m_videoWidget, SLOT(update())); + connect(m_controls, SIGNAL(setMuted(bool)), m_player, SLOT(setMuted(bool))); + connect(m_controls, SIGNAL(positionManuallyChanged(qint64)), this, SLOT(positionManuallyChanged(qint64))); + connect(m_controls, SIGNAL(playbackRateChanged(qreal)), m_player, SLOT(setPlaybackRate(qreal))); + + connect(m_player, SIGNAL(durationChanged(qint64)), m_controls, SLOT(durationChanged(qint64))); + connect(m_player, SIGNAL(durationChanged(qint64)), m_movieMonitor, SLOT(durationChanged(qint64))); + connect(m_player, SIGNAL(positionChanged(qint64)), m_controls, SLOT(positionChanged(qint64))); + connect(m_player, SIGNAL(positionChanged(qint64)), this, SLOT(positionChanged(qint64))); + connect(m_player, SIGNAL(positionChanged(qint64)), m_movieMonitor, SLOT(positionChanged(qint64))); + connect(m_player, SIGNAL(stateChanged(QMediaPlayer::State)), this, SLOT(stateChanged(QMediaPlayer::State))); + connect(m_player, SIGNAL(mediaStatusChanged(QMediaPlayer::MediaStatus)), m_controls, SLOT(mediaStatusChanged(QMediaPlayer::MediaStatus))); + connect(m_probe, SIGNAL(videoFrameProbed(const QVideoFrame &)), m_movieMonitor, SLOT(processFrame(QVideoFrame))); + connect(this, SIGNAL(showHisto(bool)), m_movieMonitor, SLOT(showHisto(bool))); + connect(this, SIGNAL(viewSegmentation(bool, bool)), m_movieMonitor, SLOT(viewSegmentation(bool, bool))); + connect(this, SIGNAL(showUtteranceTree(bool)), m_movieMonitor, SLOT(viewUtteranceTree(bool))); + connect(this, SIGNAL(initDiarData(const arma::mat &, const arma::mat &, const arma::mat &)), m_movieMonitor, SLOT(setDiarData(const arma::mat &, const arma::mat &, const arma::mat &))); + connect(this, SIGNAL(grabCurrentPattern(const QList> &)), m_movieMonitor, SLOT(grabCurrentPattern(const QList> &))); + connect(this, SIGNAL(grabPatternFirstShot(const QList> &)), m_movieMonitor, SLOT(grabPatternFirstShot(const QList> &))); + connect(this, SIGNAL(grabPatternSecondShot(const QList> &)), m_movieMonitor, SLOT(grabPatternSecondShot(const QList> &))); + connect(this, SIGNAL(showSpeakers(bool)), m_movieMonitor, SLOT(viewSpeakers(bool))); + connect(this, SIGNAL(grabSpokenFrame(qint64, const QString &, const QString &)), m_movieMonitor, SLOT(getSpokenFrame(qint64, const QString &, const QString &))); + connect(this, SIGNAL(grabShot(Segment *)), m_movieMonitor, SLOT(getShot(Segment *))); + connect(this, SIGNAL(segmentationGrabbed()), m_movieMonitor, SLOT(segmentationRetrieved())); + connect(this, SIGNAL(speakersGrabbed(QList)), m_movieMonitor, SLOT(speakersGrabbed(QList))); + connect(m_movieMonitor, SIGNAL(playbackSegments(QList>)), this, SLOT(playSegments(QList>))); + connect(m_movieMonitor, SIGNAL(newSpeaker(qint64, qint64, const QString &, VideoFrame::SpeakerSource)), this, SLOT(setSpeaker(qint64, qint64, const QString &, VideoFrame::SpeakerSource))); + connect(m_movieMonitor, SIGNAL(renewSpeaker(qint64, qint64, qint64, qint64, bool, VideoFrame::SpeakerSource)), this, SLOT(resetSpeaker(qint64, qint64, qint64, qint64, bool, VideoFrame::SpeakerSource))); + connect(m_movieMonitor, SIGNAL(playSubtitle(QList)), this, SLOT(playSubtitle(QList))); + connect(this, SIGNAL(currSubtitle(int)), m_movieMonitor, SLOT(currSubtitle(int))); + connect(this, SIGNAL(releasePos(bool)), m_movieMonitor, SLOT(releasePos(bool))); +} + +//////////////// +// destructor // +//////////////// + +VideoPlayer::~VideoPlayer() +{ +} + +void VideoPlayer::reset() +{ + m_player->setMedia(QMediaContent()); + m_videoWidget->hide(); + m_defaultLabel->show(); + m_controls->reset(); + update(); +} + +/////////// +// slots // +/////////// + +void VideoPlayer::setPlayer(const QString &fName, const QSize &resolution) +{ + QMediaContent mediaContent(QUrl::fromLocalFile(fName)); + + if (m_player->media() != mediaContent) { + m_vignetteWidget->setVideoCapture(fName); + m_player->setMedia(mediaContent); + m_player->pause(); + m_player->setNotifyInterval(40); + m_videoWidget->setFixedSize(resolution); + m_defaultLabel->hide(); + m_videoWidget->show(); + m_controls->setEnabled(true); + } +} + +void VideoPlayer::setPlayerPosition(qint64 position) +{ + if (m_player->state() == QMediaPlayer::PausedState || m_player->state() == QMediaPlayer::StoppedState) { + m_player->pause(); + m_player->setPosition(position); + } +} + +void VideoPlayer::positionChanged(qint64 position) +{ + if (m_player->state() == QMediaPlayer::PlayingState) { + + // playing current segment + if (position < m_segments[m_segIdx].second) { + emit positionUpdated(position); + emit releasePos(false); + } + + // end of segment + else { + m_player->setPosition(m_segments[m_segIdx].second); + m_segIdx++; + + // no more segment to play + if (m_segIdx == m_segments.size()) { + m_segments.clear(); + m_segments.push_back(QPair(0, m_player->duration())); + m_segIdx = 0; + m_player->pause(); + m_controls->playClicked(); + emit releasePos(true); + } + + // playing following segments + else { + m_player->pause(); + m_player->setPosition(m_segments[m_segIdx].first); + emit releasePos(false); + m_player->play(); + } + } + } +} + +void VideoPlayer::stateChanged(QMediaPlayer::State state) +{ + if (state == QMediaPlayer::PlayingState) + emit playerPaused(false); + else if (state == QMediaPlayer::PausedState) + emit playerPaused(true); +} + +void VideoPlayer::positionManuallyChanged(qint64 position) +{ + m_player->pause(); + m_player->setPosition(position); + emit positionUpdated(position); +} + +void VideoPlayer::activeHisto(bool dispHist) +{ + emit showHisto(dispHist); +} + +void VideoPlayer::currentShot(QList positionList) +{ + emit updateVignette(positionList); +} + +void VideoPlayer::showVignette(bool showed) +{ + if (showed) { + connect(this, SIGNAL(updateVignette(QList)), m_vignetteWidget, SLOT(updateVignette(QList))); + m_vignetteWidget->show(); + } + else { + disconnect(this, SIGNAL(updateVignette(QList)), m_vignetteWidget, SLOT(updateVignette(QList))); + m_vignetteWidget->hide(); + } +} + +void VideoPlayer::displaySubtitle(const QString &subtitle) +{ + m_subLabel->setText(subtitle); +} + +void VideoPlayer::showSegmentation(bool checked, bool annot) +{ + emit viewSegmentation(checked, annot); +} + +void VideoPlayer::viewUtteranceTree(bool checked) +{ + emit showUtteranceTree(checked); +} + + +void VideoPlayer::setDiarData(const arma::mat &E, const arma::mat &Sigma, const arma::mat &W) +{ + emit initDiarData(E, Sigma, W); +} + +void VideoPlayer::getCurrentPattern(const QList> &subFeatures) +{ + emit grabCurrentPattern(subFeatures); +} + +void VideoPlayer::getPatternFirstShot(const QList> &subFeatures) +{ + emit grabPatternFirstShot(subFeatures); +} + +void VideoPlayer::getPatternSecondShot(const QList> &subFeatures) +{ + emit grabPatternSecondShot(subFeatures); +} + +void VideoPlayer::viewSpeakers(bool checked) +{ + emit showSpeakers(checked); +} + +void VideoPlayer::speakersRetrieved(QList speakers) +{ + emit speakersGrabbed(speakers); +} + +void VideoPlayer::getShot(Segment *shot) +{ + emit grabShot(shot); +} + +void VideoPlayer::segmentationRetrieved() +{ + emit segmentationGrabbed(); +} + +void VideoPlayer::getSpokenFrame(qint64 position, const QString &text, const QString &speaker) +{ + emit grabSpokenFrame(position, text, speaker); +} + +void VideoPlayer::playSegments(QList> utterances) +{ + if (m_player->state() == QMediaPlayer::PausedState) { + m_segments = utterances; + m_segIdx = 0; + + m_player->setPosition(m_segments[0].first); + m_player->play(); + m_controls->playClicked(); + } +} + +void VideoPlayer::setSpeaker(qint64 start, qint64 end, const QString &speaker, VideoFrame::SpeakerSource source) +{ + emit newSpeaker(start, end, speaker, source); +} + +void VideoPlayer::resetSpeaker(qint64 prevStart, qint64 prevEnd, qint64 start, qint64 end, bool resetSub, VideoFrame::SpeakerSource source) +{ + emit renewSpeaker(prevStart, prevEnd, start, end, resetSub, source); +} + +void VideoPlayer::playSubtitle(QList utter) +{ + emit playSub(utter); +} + +void VideoPlayer::currentSubtitle(int subIdx) +{ + emit currSubtitle(subIdx); +} + diff --git a/VideoPlayer.h b/VideoPlayer.h new file mode 100644 index 0000000..04c2066 --- /dev/null +++ b/VideoPlayer.h @@ -0,0 +1,89 @@ +#ifndef PLAYER_H +#define PLAYER_H + +#include +#include +#include +#include +#include + +#include + +#include "VignetteWidget.h" +#include "VideoWidget.h" +#include "PlayerControls.h" +#include "MovieMonitor.h" +#include "Segment.h" + +class VideoPlayer: public QWidget +{ + Q_OBJECT + + public: + VideoPlayer(int nVignettes = 5, QWidget *parent = 0); + ~VideoPlayer(); + void reset(); + + public slots: + void setPlayer(const QString &fName, const QSize &resolution); + void setPlayerPosition(qint64 position); + void positionChanged(qint64 position); + void stateChanged(QMediaPlayer::State state); + void positionManuallyChanged(qint64 position); + void activeHisto(bool dispHisto); + void currentShot(QList positionList); + void showVignette(bool showed); + void displaySubtitle(const QString &subtitle); + void showSegmentation(bool checked, bool annot); + void viewUtteranceTree(bool checked); + void setDiarData(const arma::mat &E, const arma::mat &Sigma, const arma::mat &W); + void getCurrentPattern(const QList> &subFeatures); + void getPatternFirstShot(const QList> &subFeatures); + void getPatternSecondShot(const QList> &subFeatures); + void viewSpeakers(bool checked); + void getShot(Segment *shot); + void segmentationRetrieved(); + void getSpokenFrame(qint64 position, const QString &text, const QString &speaker); + void playSegments(QList> utterances); + void setSpeaker(qint64 start, qint64 end, const QString &speaker, VideoFrame::SpeakerSource source); + void resetSpeaker(qint64 prevStart, qint64 prevEnd, qint64 start, qint64 end, bool sub, VideoFrame::SpeakerSource source); + void speakersRetrieved(QList speakers); + void playSubtitle(QList utter); + void currentSubtitle(int subIdx); + + signals: + void positionUpdated(qint64 position); + void showHisto(bool dispHist); + void updateVignette(QList positionList); + void playerPaused(bool pause); + void viewSegmentation(bool checked, bool annot); + void showUtteranceTree(bool checked); + void initDiarData(const arma::mat &E, const arma::mat &Sigma, const arma::mat &W); + void grabCurrentPattern(const QList> &subFeatures); + void grabPatternFirstShot(const QList> &subFeatures); + void grabPatternSecondShot(const QList> &subFeatures); + void showSpeakers(bool checked); + void grabShot(Segment *shot); + void grabSpokenFrame(qint64 position, const QString &text, const QString &speaker); + void segmentationGrabbed(); + void newSpeaker(qint64 start, qint64 end, const QString &speaker, VideoFrame::SpeakerSource source); + void renewSpeaker(qint64 prevStart, qint64 prevEnd, qint64 start, qint64 end, bool resetSub, VideoFrame::SpeakerSource source); + void speakersGrabbed(QList speakers); + void playSub(QList utter); + void currSubtitle(int subIdx); + void releasePos(bool released); + + private: + QMediaPlayer *m_player; + QLabel *m_defaultLabel; + VignetteWidget *m_vignetteWidget; + VideoWidget *m_videoWidget; + QLabel *m_subLabel; + PlayerControls *m_controls; + MovieMonitor *m_movieMonitor; + QVideoProbe *m_probe; + QList> m_segments; + int m_segIdx; +}; + +#endif diff --git a/VideoWidget.cpp b/VideoWidget.cpp new file mode 100644 index 0000000..1124662 --- /dev/null +++ b/VideoWidget.cpp @@ -0,0 +1,17 @@ +#include "VideoWidget.h" + +///////////////// +// constructor // +///////////////// + +VideoWidget::VideoWidget(QWidget *parent): QVideoWidget(parent) +{ +} + +//////////////// +// destructor // +//////////////// + +VideoWidget::~VideoWidget() +{ +} diff --git a/VideoWidget.h b/VideoWidget.h new file mode 100644 index 0000000..6aa965c --- /dev/null +++ b/VideoWidget.h @@ -0,0 +1,15 @@ +#ifndef VIDEOWIDGET_H +#define VIDEOWIDGET_H + +#include + +class VideoWidget: public QVideoWidget +{ + public: + VideoWidget(QWidget *parent = 0); + ~VideoWidget(); + + private: +}; + +#endif diff --git a/VignetteWidget.cpp b/VignetteWidget.cpp new file mode 100644 index 0000000..1494d34 --- /dev/null +++ b/VignetteWidget.cpp @@ -0,0 +1,111 @@ +#include +#include + +#include + +#include "VignetteWidget.h" +#include "Convert.h" + +using namespace cv; + +VignetteWidget::VignetteWidget(int nVignettes, int frameWidth, QWidget *parent) + : QWidget(parent), + m_width(frameWidth / nVignettes), + m_height(0), + m_shift(0), + m_nVignettes(nVignettes), + m_currentPosition(-2) +{ + setFixedSize(frameWidth, m_height); +} + +void VignetteWidget::setVideoCapture(const QString &fName) +{ + m_cap.release(); + m_cap.open(fName.toStdString()); + int frameWidth = m_cap.get(CV_CAP_PROP_FRAME_WIDTH); + int frameHeight = m_cap.get(CV_CAP_PROP_FRAME_HEIGHT); + m_height = m_width * frameHeight / frameWidth; + setFixedSize(width(), m_height); +} + +/////////// +// slots // +/////////// + +void VignetteWidget::updateVignette(QList positionList) +{ + Mat frame(m_height, m_width, CV_8UC3, Scalar(0, 0, 0)); + int step = m_width / 10; + + qint64 position = positionList[m_nVignettes / 2]; + + if (m_currentPosition == positionList[m_nVignettes / 2 - 1]) { + + if (positionList[m_nVignettes - 1] != -1) { + m_cap.set(CV_CAP_PROP_POS_MSEC, positionList[m_nVignettes - 1]); + m_cap >> frame; + cv::resize(frame, frame, Size(m_width, m_height)); + } + + m_vignettes.push_back(Convert::fromBGRMatToQImage(frame)); + m_vignettes.pop_front(); + + m_shift = m_width; + while (m_shift > 0) { + m_shift -= step; + repaint(); + } + } + + else if (m_currentPosition == positionList[m_nVignettes / 2 + 1]) { + + if (positionList[0] != -1) { + m_cap.set(CV_CAP_PROP_POS_MSEC, positionList[0]); + m_cap >> frame; + cv::resize(frame, frame, Size(m_width, m_height)); + } + + m_vignettes.push_front(Convert::fromBGRMatToQImage(frame)); + m_vignettes.pop_back(); + + m_shift = -m_width; + while (m_shift < 0) { + m_shift += step; + repaint(); + } + } + + else if (m_currentPosition != position) { + + m_vignettes.clear(); + + for (int i(0); i < positionList.size(); i++) { + + if (positionList[i] != -1) { + m_cap.set(CV_CAP_PROP_POS_MSEC, positionList[i]); + m_cap >> frame; + cv::resize(frame, frame, Size(m_width, m_height)); + } + + m_vignettes.push_back(Convert::fromBGRMatToQImage(frame)); + } + + m_shift = 0; + repaint(); + } + + m_currentPosition = position; +} + +void VignetteWidget::paintEvent(QPaintEvent *event) +{ + Q_UNUSED(event); + + QPainter painter(this); + painter.setPen(Qt::white); + for (int i(0); i < m_vignettes.size(); i++) + painter.drawImage(QRect(m_width * i + m_shift, 0, m_width, m_height), m_vignettes[i]); + for (int i(1); i < m_vignettes.size(); i++) + painter.drawLine(m_width * i + m_shift, 0, m_width * i + m_shift, m_height); +} diff --git a/VignetteWidget.h b/VignetteWidget.h new file mode 100644 index 0000000..e901c36 --- /dev/null +++ b/VignetteWidget.h @@ -0,0 +1,36 @@ +#ifndef VIGNETTEWIDGET_H +#define VIGNETTEWIDGET_H + +#include +#include +#include +#include + +#include +#include + +class VignetteWidget: public QWidget +{ + Q_OBJECT + + public: + VignetteWidget(int nVignettes, int frameWidth, QWidget *parent = 0); + void setVideoCapture(const QString &fName); + + protected: + void paintEvent(QPaintEvent *event); + + public slots: + void updateVignette(QList positionList); + + private: + cv::VideoCapture m_cap; + int m_width; + int m_height; + int m_shift; + QList m_vignettes; + int m_nVignettes; + qint64 m_currentPosition; +}; + +#endif diff --git a/main.cpp b/main.cpp new file mode 100644 index 0000000..de3504a --- /dev/null +++ b/main.cpp @@ -0,0 +1,12 @@ +#include +#include "MainWindow.h" + +int main(int argc, char 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at- i2r.a-star.edu.sg +# +# 07/06/2013 +#################################################################### + +# This script extract acoustic features from the SPHERE files available in the ./spkDiarization/data/sph/ directory and generate feature files in ./spkDiarization/data/prm/ + +# Before running this script you should select a configuration by setting the two following parameters. +# FEATURE_TYPE design the program used to extract the acoustic features: Spro or HTK +# +# In case Spro is selected and that sfbcep is not compiled linked to the SPHERE library, SPHERE files need to be converted into +# raw PCM files by using the tools provided by the NIST and available at: +# +# http://www.speech.cs.cmu.edu/comp.speech/Section1/AudioSoftware/nist.html +# +# In this case, set the parameter INPUT_FORMAT to PCM +# +FEATURE_TYPE="SPro" # can be SPro or HTK +INPUT_FORMAT="SPH" # can be SPH or PCM + + +# If SPro has not been linked to the SPHERE library, convert first the SPHERE files into raw PCM files without header +if [ $INPUT_FORMAT = "PCM" ]; then + + for i in `cat spkDiarization/data/data.lst`; do + + CMD_DECODE="spkDiarization/bin/w_decode -o pcm spkDiarization/data/sph/$i.sph spkDiarization/data/pcm/$i.sph" + echo $CMD_DECODE + $CMD_DECODE + + CMD_CONVERT="spkDiarization/bin/h_strip spkDiarization/data/pcm/$i.sph spkDiarization/data/pcm/$i.pcm" + echo $CMD_CONVERT + $CMD_CONVERT + done + + # Remove the temporary SPHERE files + echo "Remove temporary SPHERE files" + rm spkDiarization/data/pcm/*.sph + + # Extract MFCC features with SPro + for i in `cat spkDiarization/data/data.lst`;do + COMMAND_LINE="spkDiarization/bin/sfbcep -m -k 0.97 -p19 -n 24 -r 22 -e -D -A -F PCM16 spkDiarization/data/pcm/$i.pcm spkDiarization/data/prm/$i.tmp.prm" + echo $COMMAND_LINE + $COMMAND_LINE + done + +fi + + +if [ $INPUT_FORMAT = "SPH" ]; then + + + if [ $FEATURE_TYPE = "SPro" ]; then + + # Extract a list of files + for i in `cat spkDiarization/data/data.lst`;do + COMMAND_LINE="spkDiarization/bin/sfbcep -m -k 0.97 -p19 -n 24 -r 22 -e -D -A -F SPHERE spkDiarization/data/sph/$i.sph spkDiarization/data/prm/$i.tmp.prm" + echo $COMMAND_LINE + $COMMAND_LINE + done + + else # Extract features using HTK + + # Extract a list of files + COMMAND_LINE="spkDiarization/bin/HCopy -C spkDiarization/cfg/hcopy_sph.cfg -T 1 -S spkDiarization/data/data_htk.scp" + echo $COMMAND_LINE + $COMMAND_LINE + fi +fi + diff --git a/spkDiarization/02a_RUN_spro_front-end.sh b/spkDiarization/02a_RUN_spro_front-end.sh new file mode 100755 index 0000000..17bf69c --- /dev/null +++ b/spkDiarization/02a_RUN_spro_front-end.sh @@ -0,0 +1,51 @@ +#!/bin/bash + +#################################################################### +# RUN Spro Front-End +# +# This script is distributed in the hope that it will useful but WITHOUT ANY WARRANTY. +# +# This tutorial is designed to help getting an hand on the LIA_RAL toolkit by introducting +# the main executables in context. +# +# Executables used in this script are part of the ALIZE toolkit. +# When using ALIZE, please use the citation provided below: +# +# A. Larcher, J.-F. Bonastre, B. Fauve, K.A. Lee, C. Levy, H. Li, J.S.D. Mason, J.-Y Parfait, +# "ALIZE 3.0 - Open Source Toolkit for State-of-the-Art Speaker Recognition," +# in Annual Conference of the International Speech Communication Association (Interspeech), 2013 +# +# by Anthony Larcher +# alarcher - at- i2r.a-star.edu.sg +# +# 07/06/2013 +#################################################################### + +# This script process the acoustic feature files extracted from the SPHERE files by using Spro +# If those features have not been generated (in directory ./spkDiarization/data/prm/) you need to run +# +# 01_RUN_feature_extraction.sh +# +# or decompress the archive SPRO_features.tar.gz located in ./spkDiarization/data/ into ./spkDiarization/data/prm/ +# +# After this script is completed, you will get normalized feature files in ./spkDiarization/data/prm/ (extension *.norm.prm) +# as well as label files indicating the time label of speech frames in ./spkDiarization/data/lbl/ + + echo "Normalise energy : `date` " + CMD_NORM_E="spkDiarization/bin/NormFeat --config spkDiarization/cfg/NormFeat_energy_SPro.cfg --inputFeatureFilename spkDiarization/data/data.lst --featureFilesPath spkDiarization/data/prm/" + echo $CMD_NORM_E + $CMD_NORM_E + echo "End normalise energy : `date`\n " + + echo "Energy Detector : `date` " + CMD_ENERGY="spkDiarization/bin/EnergyDetector --config spkDiarization/cfg/EnergyDetector_SPro.cfg --inputFeatureFilename spkDiarization/data/data.lst --featureFilesPath spkDiarization/data/prm/ --labelFilesPath spkDiarization/data/lbl/" + echo $CMD_ENERGY + $CMD_ENERGY + echo "End energy detector : `date`\n " + + echo "Normalise Features : `date`" + CMD_NORM="spkDiarization/bin/NormFeat --config spkDiarization/cfg/NormFeat_SPro.cfg --inputFeatureFilename spkDiarization/data/data.lst --featureFilesPath spkDiarization/data/prm/ --labelFilesPath spkDiarization/data/lbl/" + echo $CMD_NORM + $CMD_NORM + echo "End Normalise Features : `date`" + diff --git a/spkDiarization/03_RUN_ubm_training.sh b/spkDiarization/03_RUN_ubm_training.sh new file mode 100755 index 0000000..9b3dc5a --- /dev/null +++ b/spkDiarization/03_RUN_ubm_training.sh @@ -0,0 +1,19 @@ +#!/bin/bash + +# generating list of speech segments +perl spkDiarization/scripts/gen_UBM_list.pl + +# extracting and normalizing acoustic parameters +sh spkDiarization/01_RUN_feature_extraction.sh +sh spkDiarization/02a_RUN_spro_front-end.sh + +# training UBM/GMM +spkDiarization/bin/TrainWorld --config spkDiarization/cfg/TrainWorld.cfg + +# removing useless files +rm spkDiarization/data/prm/*.prm +rm spkDiarization/data/lbl/*.lbl +rm spkDiarization/data/data.lst +rm spkDiarization/lst/UBM.lst +rm spkDiarization/gmm/worldinit.gmm + diff --git a/spkDiarization/04_RUN_tv_estimation.sh b/spkDiarization/04_RUN_tv_estimation.sh new file mode 100755 index 0000000..1151cc9 --- /dev/null +++ b/spkDiarization/04_RUN_tv_estimation.sh @@ -0,0 +1,3 @@ +#!/bin/bash + +spkDiarization/bin/TotalVariability --config spkDiarization/cfg/TotalVariability_fast.cfg diff --git a/spkDiarization/05_RUN_i-vector_extraction.sh b/spkDiarization/05_RUN_i-vector_extraction.sh new file mode 100755 index 0000000..5071d89 --- /dev/null +++ b/spkDiarization/05_RUN_i-vector_extraction.sh @@ -0,0 +1,3 @@ +#!/bin/bash + +spkDiarization/bin/IvExtractor --config spkDiarization/cfg/ivExtractor_fast.cfg diff --git a/spkDiarization/06_RUN_X_mat_generate.sh b/spkDiarization/06_RUN_X_mat_generate.sh new file mode 100755 index 0000000..37c8226 --- /dev/null +++ b/spkDiarization/06_RUN_X_mat_generate.sh @@ -0,0 +1,3 @@ +#!/bin/bash + +spkDiarization/scripts/gen_X_Mat.pl diff --git a/spkDiarization/bin/EnergyDetector b/spkDiarization/bin/EnergyDetector new file mode 100755 index 0000000000000000000000000000000000000000..f81db6db4049061d4da622ca83452ffbed3d3520 GIT binary patch literal 903996 zcmbrn31C!3@;^Qy2?RtZD!N(MW7JWjq9zEKsH_tqGSNXJw;U!Af*@B+CLEs8B+3}0 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J>?MZk{vWcd6-xjB literal 0 HcmV?d00001 diff --git a/spkDiarization/cfg/EnergyDetector_SPro.cfg b/spkDiarization/cfg/EnergyDetector_SPro.cfg new file mode 100755 index 0000000..2cfd202 --- /dev/null +++ b/spkDiarization/cfg/EnergyDetector_SPro.cfg @@ -0,0 +1,29 @@ +*** EnergyDetector Config File +*** + +loadFeatureFileExtension .enr.tmp.prm +minLLK -200 +maxLLK 1000 +bigEndian false +loadFeatureFileFormat SPRO4 +saveFeatureFileFormat SPRO4 +saveFeatureFileSPro3DataKind FBCEPSTRA +featureServerBufferSize ALL_FEATURES +labelOutputFrames speech +labelSelectedFrames all +addDefaultLabel true +defaultLabel all +saveLabelFileExtension .lbl +frameLength 0.01 +segmentalMode file +nbTrainIt 8 +varianceFlooring 0.0001 +varianceCeiling 1.5 +mixtureDistribCount 3 +featureServerMask 0 +vectSize 1 +baggedFrameProbabilityInit 0.001 +thresholdMode meanStd +alpha 2 + +verbose true diff --git a/spkDiarization/cfg/NormFeat_SPro.cfg b/spkDiarization/cfg/NormFeat_SPro.cfg new file mode 100755 index 0000000..cc56550 --- /dev/null +++ b/spkDiarization/cfg/NormFeat_SPro.cfg @@ -0,0 +1,22 @@ +* NormFeat config File + +verboseLevel 2 + +mode norm +bigEndian false +loadFeatureFileFormat SPRO4 +saveFeatureFileFormat SPRO4 +loadFeatureFileExtension .tmp.prm +saveFeatureFileExtension .norm.prm +featureServerBufferSize ALL_FEATURES +sampleRate 100 +labelSelectedFrames speech +segmentalMode false +writeAllFeatures true +frameLength 0.01 +vectSize 60 +featureServerMode FEATURE_WRITABLE +featureServerMemAlloc 500000000 +addDefaultLabel true +defaultLabel speech + diff --git a/spkDiarization/cfg/NormFeat_energy_SPro.cfg b/spkDiarization/cfg/NormFeat_energy_SPro.cfg new file mode 100755 index 0000000..ad02add --- /dev/null +++ b/spkDiarization/cfg/NormFeat_energy_SPro.cfg @@ -0,0 +1,23 @@ +* NormFeat config File + +mode norm +bigEndian false +loadFeatureFileFormat SPRO4 +saveFeatureFileFormat SPRO4 +loadFeatureFileExtension .tmp.prm +saveFeatureFileExtension .enr.tmp.prm +featureServerBufferSize ALL_FEATURES +sampleRate 100 +labelSelectedFrames all +addDefaultLabel true +defaultLabel all +segmentalMode false +frameLength 0.01 +vectSize 1 +featureServerMode FEATURE_WRITABLE +featureServerMemAlloc 500000000 +writeAllFeatures false +loadFeatureFileVectSize 60 +featureServerMask 19 + +verbose true diff --git a/spkDiarization/cfg/TotalVariability_fast.cfg b/spkDiarization/cfg/TotalVariability_fast.cfg new file mode 100755 index 0000000..24fde7a --- /dev/null +++ b/spkDiarization/cfg/TotalVariability_fast.cfg @@ -0,0 +1,82 @@ +*** TotalVariability Configuration file +*** + +***************************************************************************** +*Miscellaneous +***************************************************************************** +%numThread 2 +verboseLevel 1 + +minLLK -200 +maxLLK 200 + + +featureServerMemAlloc 500000000 +featureServerMode FEATURE_WRITABLE +featureServerBufferSize ALL_FEATURES + + + +***************************************************************************** +* In & Out +***************************************************************************** +loadMixtureFileFormat RAW +loadMixtureFileExtension .gmm + +loadFeatureFileFormat SPRO4 +loadFeatureFileExtension .norm.prm + +loadMatrixFormat DB +saveMatrixFormat DB + +loadMatrixFilesExtension .matx +saveMatrixFilesExtension .matx + +***************************************************************************** +* Path +***************************************************************************** +labelFilesPath spkDiarization/data/lbl/ +featureFilesPath spkDiarization/data/prm/ +mixtureFilesPath spkDiarization/gmm/ +matrixFilesPath spkDiarization/mat/ + +***************************************************************************** +* Feature options +***************************************************************************** +loadFeatureFileBigEndian false +featureServerMask 0-18,20-50 +frameLength 0.01 +addDefaultLabel false +defaultLabel speech +labelSelectedFrames speech + +***************************************************************************** +* TotalVariability specific options +***************************************************************************** +nbIt 10 +orthonormalizeT false + +minDivergence true +meanEstimate newMeanMinDiv_it + +loadAccs false +nullOrderStatSpeaker TV_N +firstOrderStatSpeaker TV_F_X + +randomInitLaw normal +saveAllTVMatrices true +saveInitTotalVariabilityMatrix true + +loadInitTotalVariabilityMatrix false +initTotalVariabilityMatrix TV_init +totalVariabilityMatrix TV +totalVariabilityNumber 20 + +checkLLK false +computeLLK 1 + + +inputWorldFilename world +ndxFilename spkDiarization/ndx/totalvariability.ndx + + diff --git a/spkDiarization/cfg/TotalVariability_fast.cfg~ b/spkDiarization/cfg/TotalVariability_fast.cfg~ new file mode 100755 index 0000000..24fde7a --- /dev/null +++ b/spkDiarization/cfg/TotalVariability_fast.cfg~ @@ -0,0 +1,82 @@ +*** TotalVariability Configuration file +*** + +***************************************************************************** +*Miscellaneous +***************************************************************************** +%numThread 2 +verboseLevel 1 + +minLLK -200 +maxLLK 200 + + +featureServerMemAlloc 500000000 +featureServerMode FEATURE_WRITABLE +featureServerBufferSize ALL_FEATURES + + + +***************************************************************************** +* In & Out +***************************************************************************** +loadMixtureFileFormat RAW +loadMixtureFileExtension .gmm + +loadFeatureFileFormat SPRO4 +loadFeatureFileExtension .norm.prm + +loadMatrixFormat DB +saveMatrixFormat DB + +loadMatrixFilesExtension .matx +saveMatrixFilesExtension .matx + +***************************************************************************** +* Path +***************************************************************************** +labelFilesPath spkDiarization/data/lbl/ +featureFilesPath spkDiarization/data/prm/ +mixtureFilesPath spkDiarization/gmm/ +matrixFilesPath spkDiarization/mat/ + +***************************************************************************** +* Feature options +***************************************************************************** +loadFeatureFileBigEndian false +featureServerMask 0-18,20-50 +frameLength 0.01 +addDefaultLabel false +defaultLabel speech +labelSelectedFrames speech + +***************************************************************************** +* TotalVariability specific options +***************************************************************************** +nbIt 10 +orthonormalizeT false + +minDivergence true +meanEstimate newMeanMinDiv_it + +loadAccs false +nullOrderStatSpeaker TV_N +firstOrderStatSpeaker TV_F_X + +randomInitLaw normal +saveAllTVMatrices true +saveInitTotalVariabilityMatrix true + +loadInitTotalVariabilityMatrix false +initTotalVariabilityMatrix TV_init +totalVariabilityMatrix TV +totalVariabilityNumber 20 + +checkLLK false +computeLLK 1 + + +inputWorldFilename world +ndxFilename spkDiarization/ndx/totalvariability.ndx + + diff --git a/spkDiarization/cfg/TrainWorld.cfg b/spkDiarization/cfg/TrainWorld.cfg new file mode 100755 index 0000000..30ed85f --- /dev/null +++ b/spkDiarization/cfg/TrainWorld.cfg @@ -0,0 +1,80 @@ +*** TrainWorld Configuration File +*** + +numThread 4 +verboseLevel 2 + +****************************************************************************** +* Miscellaneous +****************************************************************************** +bigEndian false +featureServerBufferSize ALL_FEATURES +featureServerMemAlloc 500000000 +frameLength 0.01 %in seconds + +****************************************************************************** +* In & Out +****************************************************************************** +loadFeatureFileExtension .norm.prm +loadFeatureFileFormat SPRO4 % SPRO4 or HTK or RAW + +loadMixtureFileExtension .gmm +loadMixtureFileFormat RAW %RAW or XML +saveMixtureFileExtension .gmm +saveMixtureFileFormat RAW + +****************************************************************************** +* Paths +****************************************************************************** +featureFilesPath spkDiarization/data/prm/ +labelFilesPath spkDiarization/data/lbl/ +mixtureFilesPath spkDiarization/gmm/ + +****************************************************************************** +* Feature options +****************************************************************************** +loadFeatureFileBigEndian false % true for HTK by default +featureServerMask 0-18,20-50 +addDefaultLabel false +defaultLabel speech +labelSelectedFrames speech + + +****************************************************************************** +* Computation +****************************************************************************** + +maxLLK 200 +minLLK -200 + + + +****************************************************************************** +* TrainWorld specific options +****************************************************************************** +baggedFrameProbability 0.3 +baggedFrameInitProbability 0.7 +normalizeModel true +baggedMinimalLength 3 +baggedMaximalLength 10 +inputFeatureFilename spkDiarization/lst/UBM.lst + +* INITIALISATION +use01 false %initialise the mean and variance to 0 1or from data +nbFrameToSelect 100 % percentage of frame used to initialise the mixture if init from scratch +initVarianceFlooring 0.01 +initVarianceCeiling 10 + + +* END +mixtureDistribCount 64 +nbTrainIt 10 +finalVarianceFlooring 0.01 +finalVarianceCeiling 10 +outputWorldFilename world + + + + + + diff --git a/spkDiarization/cfg/TrainWorld.cfg~ b/spkDiarization/cfg/TrainWorld.cfg~ new file mode 100755 index 0000000..fa5a8b4 --- /dev/null +++ b/spkDiarization/cfg/TrainWorld.cfg~ @@ -0,0 +1,80 @@ +*** TrainWorld Configuration File +*** + +numThread 4 +verboseLevel 2 + +****************************************************************************** +* Miscellaneous +****************************************************************************** +bigEndian false +featureServerBufferSize ALL_FEATURES +featureServerMemAlloc 500000000 +frameLength 0.01 %in seconds + +****************************************************************************** +* In & Out +****************************************************************************** +loadFeatureFileExtension .norm.prm +loadFeatureFileFormat SPRO4 % SPRO4 or HTK or RAW + +loadMixtureFileExtension .gmm +loadMixtureFileFormat RAW %RAW or XML +saveMixtureFileExtension .gmm +saveMixtureFileFormat RAW + +****************************************************************************** +* Paths +****************************************************************************** +featureFilesPath spkDiarization/data/prm/ +labelFilesPath spkDiarization/data/lbl/ +mixtureFilesPath spkDiarization/gmm/ + +****************************************************************************** +* Feature options +****************************************************************************** +loadFeatureFileBigEndian false % true for HTK by default +featureServerMask 0-18,20-50 +addDefaultLabel false +defaultLabel speech +labelSelectedFrames speech + + +****************************************************************************** +* Computation +****************************************************************************** + +maxLLK 200 +minLLK -200 + + + +****************************************************************************** +* TrainWorld specific options +****************************************************************************** +baggedFrameProbability 0.3 +baggedFrameInitProbability 0.7 +normalizeModel true +baggedMinimalLength 3 +baggedMaximalLength 10 +inputFeatureFilename spkDiarization/lst/UBM.lst + +* INITIALISATION +use01 false %initialise the mean and variance to 0 1or from data +nbFrameToSelect 100 % percentage of frame used to initialise the mixture if init from scratch +initVarianceFlooring 0.01 +initVarianceCeiling 10 + + +* END +mixtureDistribCount 32 +nbTrainIt 10 +finalVarianceFlooring 0.01 +finalVarianceCeiling 10 +outputWorldFilename world + + + + + + diff --git a/spkDiarization/cfg/ivExtractor_fast.cfg b/spkDiarization/cfg/ivExtractor_fast.cfg new file mode 100755 index 0000000..53f7b83 --- /dev/null +++ b/spkDiarization/cfg/ivExtractor_fast.cfg @@ -0,0 +1,81 @@ +*** TrainTarget Configuration File +*** + +verboseLevel 1 +%numThread 2 + +******************************************************** +*Miscellaneous +******************************************************** +bigEndian false +featureServerMemAlloc 500000000 +featureServerBufferSize ALL_FEATURES +featureServerMode FEATURE_WRITABLE +frameLength 0.01 +sampleRate 100 +writeAllFeatures true +segmentalMode false +debug false + + +******************************************************** +* In & Out +******************************************************** +saveMixtureFileFormat RAW +loadMixtureFileFormat RAW +loadMixtureFileExtension .gmm +saveMixtureFileExtension .gmm + +loadFeatureFileFormat SPRO4 +loadFeatureFileExtension .norm.prm + +loadMatrixFormat DB +saveMatrixFormat DT + +loadMatrixFilesExtension .matx +saveMatrixFilesExtension .matx + +vectorFilesExtension .y + + +******************************************************** +* Feature options +******************************************************** +loadFeatureFileBigEndian false +addDefaultLabel false +defaultLabel speech +labelSelectedFrames speech +featureServerMask 0-18,20-50 + +******************************************************** +* Path +******************************************************** +mixtureFilesPath spkDiarization/gmm/ +matrixFilesPath spkDiarization/mat/ +saveVectorFilesPath spkDiarization/iv/raw/ +featureFilesPath spkDiarization/data/prm/ +labelFilesPath spkDiarization/data/lbl/ + +******************************************************** +* Computation +******************************************************** +maxLLK 200 +minLLK -200 + + +******************************************************** +* TrainTarget specific Options +******************************************************** +minDivergence true +meanEstimate newMeanMinDiv_it + +loadAccs false +nullOrderStatSpeaker TV_target_N +firstOrderStatSpeaker TV_target_F_X + +totalVariabilityMatrix TV +totalVariabilityNumber 20 + + +inputWorldFilename world +targetIdList spkDiarization/ndx/ivExtractor.ndx diff --git a/spkDiarization/cfg/ivExtractor_fast.cfg~ b/spkDiarization/cfg/ivExtractor_fast.cfg~ new file mode 100755 index 0000000..53f7b83 --- /dev/null +++ b/spkDiarization/cfg/ivExtractor_fast.cfg~ @@ -0,0 +1,81 @@ +*** TrainTarget Configuration File +*** + +verboseLevel 1 +%numThread 2 + +******************************************************** +*Miscellaneous +******************************************************** +bigEndian false +featureServerMemAlloc 500000000 +featureServerBufferSize ALL_FEATURES +featureServerMode FEATURE_WRITABLE +frameLength 0.01 +sampleRate 100 +writeAllFeatures true +segmentalMode false +debug false + + +******************************************************** +* In & Out +******************************************************** +saveMixtureFileFormat RAW +loadMixtureFileFormat RAW +loadMixtureFileExtension .gmm +saveMixtureFileExtension .gmm + +loadFeatureFileFormat SPRO4 +loadFeatureFileExtension .norm.prm + +loadMatrixFormat DB +saveMatrixFormat DT + +loadMatrixFilesExtension .matx +saveMatrixFilesExtension .matx + +vectorFilesExtension .y + + +******************************************************** +* Feature options +******************************************************** +loadFeatureFileBigEndian false +addDefaultLabel false +defaultLabel speech +labelSelectedFrames speech +featureServerMask 0-18,20-50 + +******************************************************** +* Path +******************************************************** +mixtureFilesPath spkDiarization/gmm/ +matrixFilesPath spkDiarization/mat/ +saveVectorFilesPath spkDiarization/iv/raw/ +featureFilesPath spkDiarization/data/prm/ +labelFilesPath spkDiarization/data/lbl/ + +******************************************************** +* Computation +******************************************************** +maxLLK 200 +minLLK -200 + + +******************************************************** +* TrainTarget specific Options +******************************************************** +minDivergence true +meanEstimate newMeanMinDiv_it + +loadAccs false +nullOrderStatSpeaker TV_target_N +firstOrderStatSpeaker TV_target_F_X + +totalVariabilityMatrix TV +totalVariabilityNumber 20 + + +inputWorldFilename world +targetIdList spkDiarization/ndx/ivExtractor.ndx diff --git a/spkDiarization/data/lbl/.gitignore b/spkDiarization/data/lbl/.gitignore new file mode 100644 index 0000000..e69de29 diff --git a/spkDiarization/data/prm/.gitignore b/spkDiarization/data/prm/.gitignore new file mode 100644 index 0000000..e69de29 diff --git a/spkDiarization/data/ref/.gitignore b/spkDiarization/data/ref/.gitignore new file mode 100644 index 0000000..e69de29 diff --git a/spkDiarization/data/ref/local/breaking_bad_S01E01.lbl b/spkDiarization/data/ref/local/breaking_bad_S01E01.lbl new file mode 100644 index 0000000..0d95662 --- /dev/null +++ b/spkDiarization/data/ref/local/breaking_bad_S01E01.lbl @@ -0,0 +1,328 @@ +749 750.28 Walter_White +750.32 751.44 Hank_Schrader +751.52 752.56 Hank_Schrader +752.88 755.48 Hank_Schrader +759.4 762.12 Walter_White +762.24 766.48 Hank_Schrader +767.72 770.08 Hank_Schrader +976.48 978.44 Walter_White +978.48 980.84 Walter_White +980.88 984.36 Walter_White +985 986.84 Walter_White +986.88 989.92 Walter_White +1019.48 1020.84 Doctor_ambulance +986.88 989.92 Walter_White +990.24 992.48 Walter_White +993.24 995.2 Walter_White +996.68 998.16 Doctor_ambulance +999.04 1001.72 Walter_White +1001.76 1003.16 Doctor_ambulance +1009.56 1011.8 Doctor_ambulance +1113.36 1115.16 Skyler_White +1115.24 1117.32 Skyler_White +1118.08 1119.44 Skyler_White +1119.76 1123.52 Skyler_White +1123.56 1125.2 Skyler_White +1125.24 1128.32 Skyler_White +1129.16 1130 Skyler_White +1132.8 1133.48 Skyler_White +1134.72 1135.08 Walter_White +1138.36 1141.08 Skyler_White +1141.12 1143.92 Skyler_White +1150.36 1152.44 Walter_White +1152.88 1155.28 Skyler_White +1156.8 1157.72 Walter_White +1158.76 1160.96 Skyler_White +1163.2 1163.84 Walter_White +1165.64 1167.12 Walter_White +1170.24 1170.76 Walter_White +1197.68 1198.52 Bogdan_Wolynetz +1200.32 1201 Bogdan_Wolynetz +1201.56 1205.24 Bogdan_Wolynetz +1205.28 1205.88 Bogdan_Wolynetz +1205.92 1206.44 Walter_White +1206.76 1208.84 Bogdan_Wolynetz +1208.88 1211.08 Bogdan_Wolynetz +1211.12 1212.16 Bogdan_Wolynetz +1214.88 1215.64 Bogdan_Wolynetz +1216.24 1217.6 Walter_White +1219.12 1222.04 Walter_White +1226.04 1227.04 Walter_White +1304.96 1307.04 Hank_Schrader +1307.08 1308.8 Hank_Schrader +1309.12 1311.72 Hank_Schrader +1312.24 1313.28 Hank_Schrader +1313.32 1313.92 Steven_Gomez +1315.36 1315.92 Hank_Schrader +1316.48 1318.52 Hank_Schrader +1318.84 1320.8 Steven_Gomez +1321.12 1323.8 Steven_Gomez +1324.12 1326.36 Hank_Schrader +1327.68 1330.24 Hank_Schrader +1313.32 1313.92 Steven_Gomez +1315.36 1315.92 Hank_Schrader +1316.48 1318.52 Hank_Schrader +1318.84 1320.8 Steven_Gomez +1321.12 1323.8 Steven_Gomez +1324.12 1326.36 Hank_Schrader +1327.68 1330.4 Hank_Schrader +1330.44 1332.48 Walter_White +1332.84 1333.72 Hank_Schrader +1334.2 1336.84 Hank_Schrader +1336.92 1338.32 Hank_Schrader +1357.96 1360.24 Hank_Schrader +1363.68 1366.6 Hank_Schrader +1510.4 1511.2 Walter_White +1520.08 1520.84 Walter_White +1510.4 1511.2 Walter_White +1528.16 1529.4 Walter_White +1531.4 1532.28 Walter_White +1586.6 1589.8 Walter_White +1596.72 1597.56 Jesse_Pinkman +1673 1674.44 Walter_White +1676.48 1679.16 Walter_White +1681.08 1682.24 Walter_White +1682.8 1683.76 Walter_White +1685.12 1686.44 Walter_White +1637.2 1638.28 Walter_White +1598.52 1600.04 Walter_White +1603.44 1606.16 Walter_White +1606.92 1607.64 Jesse_Pinkman +1611.6 1612.92 Walter_White +1611.76 1612.92 Walter_White +1613.28 1614.2 Jesse_Pinkman +1614.8 1616.4 Walter_White +1617.52 1620 Walter_White +1617.52 1620 Walter_White +1620.04 1622 Walter_White +1624.32 1625.64 Walter_White +1627.64 1629.16 Walter_White +1629.56 1631.12 Jesse_Pinkman +1631.28 1631.8 Walter_White +1631.84 1632.72 Jesse_Pinkman +1634.92 1636.12 Walter_White +1644.56 1646.68 Walter_White +1646.76 1649.88 Jesse_Pinkman +1650.68 1652.24 Jesse_Pinkman +1652.96 1656.76 Jesse_Pinkman +1656.8 1657.4 Walter_White +1657.44 1658.72 Jesse_Pinkman +1659.36 1663.52 Jesse_Pinkman +1664.16 1665.12 Walter_White +1666.08 1668.32 Walter_White +1670.12 1671.12 Walter_White +1672.6 1674.44 Walter_White +1682.84 1683.76 Walter_White +1685.12 1686.44 Walter_White +1688.08 1689.84 Walter_White +1693.4 1694.48 Walter_White +1695.6 1697.56 Walter_White +1708.64 1711.76 Jesse_Pinkman +1713.56 1714.48 Jesse_Pinkman +1714.92 1717.52 Jesse_Pinkman +1718.44 1719.4 Walter_White +1722.56 1726.2 Walter_White +1750.72 1752.28 Marie_Schrader +1752.36 1754.48 Skyler_White +1754.8 1755.96 Marie_Schrader +1756.48 1757.4 Marie_Schrader +1757.44 1758.76 Skyler_White +1758.88 1761.44 Skyler_White +1761.48 1762.64 Skyler_White +1764.52 1765.72 Skyler_White +1765.96 1767.32 Marie_Schrader +1768.76 1772.2 Marie_Schrader +1780.84 1781.36 Skyler_White +1783.32 1786.6 Skyler_White +1787.92 1788.64 Skyler_White +1800.44 1802.04 Skyler_White +1802.4 1805.16 Skyler_White +1807.32 1809.36 Marie_Schrader +1813.76 1815.2 Marie_Schrader +1815.24 1817.08 Skyler_White +1818.24 1819.44 Marie_Schrader +1819.48 1820.96 Skyler_White +1821.56 1822.8 Marie_Schrader +1737.08 1738.28 Marie_Schrader +1738.36 1739.24 Skyler_White +1739.68 1741.72 Skyler_White +1739.68 1741.72 Skyler_White +1742 1743 Marie_Schrader +1743.04 1744.32 Skyler_White +1744.36 1746.4 Marie_Schrader +1746.68 1749.8 Marie_Schrader +1750.72 1751.52 Marie_Schrader +1773.04 1773.88 Skyler_White +1776 1778.32 Marie_Schrader +1780.84 1781.36 Skyler_White +1880.4 1883.32 Walter_White +1883.36 1886.56 Walter_White +1887.08 1890.96 Walter_White +1894.44 1897.12 Jesse_Pinkman +1907.12 1910.6 Walter_White +1910.92 1913.92 Walter_White +1913.96 1915.96 Walter_White +1916.16 1918.28 Walter_White +1952.88 1954.8 Jesse_Pinkman +1955.88 1957.28 Jesse_Pinkman +1957.36 1958.68 Walter_White +1958.72 1961.04 Walter_White +1961.96 1964.12 Walter_White +1900.76 1903.76 Walter_White +1903.96 1905.28 Jesse_Pinkman +1939.84 1941.24 Walter_White +1941.56 1944.52 Walter_White +1944.56 1946.76 Walter_White +1946.8 1948.56 Walter_White +1948.6 1950.48 Jesse_Pinkman +1948.92 1950.48 Jesse_Pinkman +1950.52 1951.52 Walter_White +1952.88 1954.8 Jesse_Pinkman +1955.88 1957.28 Jesse_Pinkman +1957.36 1958.12 Walter_White +1904.04 1905.28 Jesse_Pinkman +1905.36 1906.84 Walter_White +1982.92 1985.44 Jesse_Pinkman +1985.88 1987.64 Walter_White +1988.08 1988.92 Jesse_Pinkman +1989.24 1992.44 Jesse_Pinkman +1993.32 1995.84 Jesse_Pinkman +1998.24 1998.76 Walter_White +2000.08 2003.52 Walter_White +2011.72 2014.32 Jesse_Pinkman +2015.44 2016.8 Walter_White +2019.4 2020.12 Jesse_Pinkman +2022.28 2026.16 Jesse_Pinkman +2027.12 2029.6 Jesse_Pinkman +2029.64 2032.24 Jesse_Pinkman +2033.2 2034.48 Jesse_Pinkman +2061.56 2064.44 Jesse_Pinkman +2064.52 2066.8 Walter_White +2067.64 2070.28 Walter_White +2071.48 2074.24 Jesse_Pinkman +2074.28 2075.4 Jesse_Pinkman +2083.4 2084.6 Walter_White +2085 2086.8 Jesse_Pinkman +2088.24 2089.24 Walter_White +2089.28 2092.12 Jesse_Pinkman +2092.2 2094.84 Jesse_Pinkman +2094.88 2097.76 Jesse_Pinkman +2098.32 2099 Walter_White +2099.04 2100.72 Jesse_Pinkman +2100.8 2102.52 Jesse_Pinkman +2102.84 2105.64 Jesse_Pinkman +2105.68 2109.6 Jesse_Pinkman +2109.64 2111.2 Jesse_Pinkman +2112.44 2114.12 Jesse_Pinkman +2114.44 2116.48 Jesse_Pinkman +2122.04 2123.52 Walter_White +2127.92 2128.76 Jesse_Pinkman +2132.76 2133.68 Walter_White +2174.48 2177.2 Skyler_White +2177.28 2178.96 Skyler_White +2179.64 2182.88 Walter_White_Jr. +2182.92 2185.6 Skyler_White +2185.64 2187.72 Skyler_White +2187.76 2190.52 Skyler_White +2190.76 2192.72 Walter_White_Jr. +2199.6 2201.44 Jock +2207.8 2208.4 Walter_White +2208.44 2209.08 Skyler_White +2210.56 2211.36 Walter_White +119.72 121.68 Walter_White +122.2 123.64 Walter_White +128.72 130.52 Walter_White +130.72 136.12 Walter_White +2198.4 2201.44 Jock +2238.16 2241.56 Jock +2258 2259.4 Jock +2259.6 2261.48 Walter_White +2268.6 2269.52 Walter_White +2270.28 2270.8 Walter_White +2270.88 2272.2 Jock's_Friend_#1 +2272.4 2273.4 Jock's_Friend_#1 +2275.24 2276.32 Jock +89.84 90.92 Walter_White +2360.08 2362.8 Jesse_Pinkman +2370.72 2372.84 Walter_White +2476.44 2478.88 Jesse_Pinkman +2479.44 2481.8 Walter_White +2481.88 2484.2 Walter_White +2484.52 2487.32 Jesse_Pinkman +2487.44 2490.4 Jesse_Pinkman +2500.24 2501.68 Jesse_Pinkman +2502.72 2504.88 Jesse_Pinkman +2505.2 2506.4 Jesse_Pinkman +2510.28 2512.56 Walter_White +2514.8 2515.84 Walter_White +2619.64 2622.16 Jesse_Pinkman +2622.24 2623.04 Domingo_Molina +2624.08 2625 Domingo_Molina +2627.6 2629.52 Domingo_Molina +2630.44 2633.04 Jesse_Pinkman +2634.16 2636.04 Jesse_Pinkman +2636.36 2639.04 Jesse_Pinkman +2647.6 2650.84 Domingo_Molina +2650.88 2653.68 Emilio_Koyama +2653.72 2654.64 Jesse_Pinkman +2698.28 2701 Domingo_Molina +2705.04 2706.56 Walter_White +2708.08 2709.28 Walter_White +2720 2721.56 Domingo_Molina +2729.28 2733.32 Emilio_Koyama +2733.36 2734.56 Emilio_Koyama +2750.04 2751.36 Emilio_Koyama +2766.8 2768.2 Domingo_Molina +2768.24 2768.92 Walter_White +2769.6 2770.4 Walter_White +2771.6 2775.92 Walter_White +2776.24 2777.84 Walter_White +2784.72 2787.6 Walter_White +3010.44 3011.12 Walter_White +3112.64 3113.36 Jesse_Pinkman +3116.76 3118.4 Jesse_Pinkman +3120.76 3124.32 Walter_White +3124.52 3126.24 Walter_White +3127.8 3129.16 Walter_White +3130.08 3131.44 Walter_White +3155.76 3156.68 Walter_White +3159.28 3161.6 Walter_White +356.4 357.88 Skyler_White +357.96 358.56 Walter_White +359 360.36 Walter_White +342.84 343.92 Walter_White_Jr. +346.12 349.64 Walter_White_Jr. +349.88 350.96 Walter_White_Jr. +367.92 371.4 Walter_White_Jr. +371.6 373.36 Skyler_White +374.12 377 Walter_White_Jr. +377.04 378.44 Skyler_White +331.4 333.28 Skyler_White +333.32 336.04 Walter_White_Jr. +383.92 385.68 Walter_White_Jr. +385.76 387.8 Walter_White +388.48 389.56 Walter_White_Jr. +438.08 441.52 Walter_White +442.6 445.96 Walter_White +446 448.12 Walter_White +448.44 449.48 Walter_White +450.12 451.16 Walter_White +452.28 454 Walter_White +454.04 455 Walter_White +455.76 458.36 Walter_White +425.56 426.44 Walter_White +428.16 429.12 Walter_White +492.6 494.28 Walter_White +497.24 499.88 Walter_White +474.24 478.08 Walter_White +481.16 484.04 Walter_White +490.12 490.8 Walter_White +552.16 554.76 Walter_White +554.8 557.12 Bogdan_Wolynetz +560.04 560.92 Bogdan_Wolynetz +563.04 564 Bogdan_Wolynetz +677.56 678.76 Hank_Schrader +679.08 681.68 Hank_Schrader +683.84 686.68 Hank_Schrader +686.72 689.24 Hank_Schrader +662.6 663.8 Walter_White_Jr. diff --git a/spkDiarization/data/ref/local/breaking_bad_S01E01.rttm b/spkDiarization/data/ref/local/breaking_bad_S01E01.rttm new file mode 100644 index 0000000..f109173 --- /dev/null +++ b/spkDiarization/data/ref/local/breaking_bad_S01E01.rttm @@ -0,0 +1,341 @@ +SPKR-INFO breaking_bad_S01E01 1 unknown Bogdan_Wolynetz +SPKR-INFO breaking_bad_S01E01 1 unknown Doctor_ambulance +SPKR-INFO breaking_bad_S01E01 1 unknown Domingo_Molina +SPKR-INFO breaking_bad_S01E01 1 unknown Emilio_Koyama +SPKR-INFO breaking_bad_S01E01 1 unknown Hank_Schrader +SPKR-INFO breaking_bad_S01E01 1 unknown Jesse_Pinkman +SPKR-INFO breaking_bad_S01E01 1 unknown Jock +SPKR-INFO breaking_bad_S01E01 1 unknown Jock's_Friend_#1 +SPKR-INFO breaking_bad_S01E01 1 unknown Marie_Schrader +SPKR-INFO breaking_bad_S01E01 1 unknown Skyler_White +SPKR-INFO breaking_bad_S01E01 1 unknown Steven_Gomez +SPKR-INFO breaking_bad_S01E01 1 unknown Walter_White +SPKR-INFO breaking_bad_S01E01 1 unknown Walter_White_Jr. +SPEAKER breaking_bad_S01E01 1 554.80 2.32 Bogdan_Wolynetz +SPEAKER breaking_bad_S01E01 1 560.04 0.88 Bogdan_Wolynetz +SPEAKER breaking_bad_S01E01 1 563.04 0.96 Bogdan_Wolynetz +SPEAKER breaking_bad_S01E01 1 1197.68 0.84 Bogdan_Wolynetz +SPEAKER breaking_bad_S01E01 1 1200.32 0.68 Bogdan_Wolynetz +SPEAKER breaking_bad_S01E01 1 1201.56 3.68 Bogdan_Wolynetz +SPEAKER breaking_bad_S01E01 1 1205.28 0.60 Bogdan_Wolynetz +SPEAKER breaking_bad_S01E01 1 1206.76 2.08 Bogdan_Wolynetz +SPEAKER breaking_bad_S01E01 1 1208.88 2.20 Bogdan_Wolynetz +SPEAKER breaking_bad_S01E01 1 1211.12 1.04 Bogdan_Wolynetz +SPEAKER breaking_bad_S01E01 1 1214.88 0.76 Bogdan_Wolynetz +SPEAKER 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C64_C65_Walter_White +492.6 494.28 C65_C68_Walter_White +497.24 499.88 C65_C68_Walter_White +474.24 478.08 C68_C69_Walter_White +481.16 484.04 C68_C69_Walter_White +490.12 490.8 C68_C69_Walter_White +552.16 554.76 C78_C79_Walter_White +554.8 557.12 C78_C79_Bogdan_Wolynetz +560.04 560.92 C78_C79_Bogdan_Wolynetz +563.04 564 C78_C79_Bogdan_Wolynetz +677.56 678.76 C96_C97_Hank_Schrader +679.08 681.68 C96_C97_Hank_Schrader +683.84 686.68 C96_C97_Hank_Schrader +686.72 689.24 C96_C97_Hank_Schrader +662.6 663.8 C96_C97_Walter_White_Jr. diff --git a/spkDiarization/data/ref/seg/breaking_bad_S01E01.rttm b/spkDiarization/data/ref/seg/breaking_bad_S01E01.rttm new file mode 100644 index 0000000..60cc5ef --- /dev/null +++ b/spkDiarization/data/ref/seg/breaking_bad_S01E01.rttm @@ -0,0 +1,424 @@ +SPKR-INFO breaking_bad_S01E01 1 unknown C111_C112_Hank_Schrader +SPKR-INFO breaking_bad_S01E01 1 unknown C111_C112_Walter_White +SPKR-INFO breaking_bad_S01E01 1 unknown C123_C124_Doctor_ambulance +SPKR-INFO breaking_bad_S01E01 1 unknown C123_C124_Walter_White +SPKR-INFO breaking_bad_S01E01 1 unknown C123_C125_Doctor_ambulance +SPKR-INFO breaking_bad_S01E01 1 unknown C123_C125_Walter_White +SPKR-INFO breaking_bad_S01E01 1 unknown C135_C136_Skyler_White +SPKR-INFO breaking_bad_S01E01 1 unknown C135_C136_Walter_White +SPKR-INFO breaking_bad_S01E01 1 unknown C137_C138_Skyler_White +SPKR-INFO breaking_bad_S01E01 1 unknown C137_C138_Walter_White +SPKR-INFO breaking_bad_S01E01 1 unknown C141_C142_Bogdan_Wolynetz +SPKR-INFO breaking_bad_S01E01 1 unknown C141_C142_Walter_White +SPKR-INFO breaking_bad_S01E01 1 unknown C142_C144_Walter_White +SPKR-INFO breaking_bad_S01E01 1 unknown C148_C149_Hank_Schrader +SPKR-INFO breaking_bad_S01E01 1 unknown C148_C149_Steven_Gomez +SPKR-INFO breaking_bad_S01E01 1 unknown C149_C150_Hank_Schrader +SPKR-INFO breaking_bad_S01E01 1 unknown C149_C150_Steven_Gomez +SPKR-INFO breaking_bad_S01E01 1 unknown C149_C150_Walter_White +SPKR-INFO breaking_bad_S01E01 1 unknown C154_C155_Hank_Schrader +SPKR-INFO breaking_bad_S01E01 1 unknown C184_C186_Walter_White +SPKR-INFO breaking_bad_S01E01 1 unknown C184_C187_Walter_White +SPKR-INFO breaking_bad_S01E01 1 unknown C196_C197_Jesse_Pinkman +SPKR-INFO breaking_bad_S01E01 1 unknown C196_C197_Walter_White +SPKR-INFO breaking_bad_S01E01 1 unknown C196_C202_Walter_White +SPKR-INFO breaking_bad_S01E01 1 unknown C198_C199_Jesse_Pinkman +SPKR-INFO breaking_bad_S01E01 1 unknown C198_C199_Walter_White +SPKR-INFO breaking_bad_S01E01 1 unknown C198_C200_Jesse_Pinkman +SPKR-INFO breaking_bad_S01E01 1 unknown C198_C200_Walter_White +SPKR-INFO breaking_bad_S01E01 1 unknown C200_C201_Jesse_Pinkman +SPKR-INFO breaking_bad_S01E01 1 unknown C200_C201_Walter_White +SPKR-INFO breaking_bad_S01E01 1 unknown C202_C203_Jesse_Pinkman +SPKR-INFO breaking_bad_S01E01 1 unknown C202_C203_Walter_White +SPKR-INFO breaking_bad_S01E01 1 unknown C202_C204_Jesse_Pinkman +SPKR-INFO breaking_bad_S01E01 1 unknown C202_C204_Walter_White +SPKR-INFO breaking_bad_S01E01 1 unknown C206_C207_Marie_Schrader +SPKR-INFO breaking_bad_S01E01 1 unknown C206_C207_Skyler_White +SPKR-INFO breaking_bad_S01E01 1 unknown C207_C208_Marie_Schrader +SPKR-INFO breaking_bad_S01E01 1 unknown C207_C208_Skyler_White +SPKR-INFO breaking_bad_S01E01 1 unknown C218_C219_Jesse_Pinkman +SPKR-INFO breaking_bad_S01E01 1 unknown C218_C219_Walter_White +SPKR-INFO breaking_bad_S01E01 1 unknown C219_C220_Jesse_Pinkman +SPKR-INFO breaking_bad_S01E01 1 unknown C219_C220_Walter_White +SPKR-INFO breaking_bad_S01E01 1 unknown C226_C227_Jesse_Pinkman +SPKR-INFO breaking_bad_S01E01 1 unknown C226_C227_Walter_White +SPKR-INFO breaking_bad_S01E01 1 unknown C230_C231_Jesse_Pinkman +SPKR-INFO breaking_bad_S01E01 1 unknown C230_C231_Walter_White +SPKR-INFO breaking_bad_S01E01 1 unknown C231_C234_Jesse_Pinkman +SPKR-INFO breaking_bad_S01E01 1 unknown C231_C234_Walter_White +SPKR-INFO breaking_bad_S01E01 1 unknown C237_C238_Skyler_White +SPKR-INFO breaking_bad_S01E01 1 unknown C237_C238_Walter_White_Jr. +SPKR-INFO breaking_bad_S01E01 1 unknown C238_C241_Jock +SPKR-INFO breaking_bad_S01E01 1 unknown C238_C241_Skyler_White +SPKR-INFO breaking_bad_S01E01 1 unknown C238_C241_Walter_White +SPKR-INFO breaking_bad_S01E01 1 unknown C23_C29_Walter_White +SPKR-INFO breaking_bad_S01E01 1 unknown C241_C242_Jock +SPKR-INFO breaking_bad_S01E01 1 unknown C246_C247_Jock +SPKR-INFO breaking_bad_S01E01 1 unknown C247_C252_Jock +SPKR-INFO breaking_bad_S01E01 1 unknown C247_C252_Walter_White +SPKR-INFO breaking_bad_S01E01 1 unknown C247_C254_Jock +SPKR-INFO breaking_bad_S01E01 1 unknown C247_C254_Jock's_Friend_#1 +SPKR-INFO breaking_bad_S01E01 1 unknown C247_C254_Walter_White +SPKR-INFO breaking_bad_S01E01 1 unknown C25_C26_Walter_White +SPKR-INFO breaking_bad_S01E01 1 unknown C267_C268_Jesse_Pinkman +SPKR-INFO breaking_bad_S01E01 1 unknown C267_C268_Walter_White +SPKR-INFO breaking_bad_S01E01 1 unknown C309_C310_Jesse_Pinkman +SPKR-INFO breaking_bad_S01E01 1 unknown C309_C310_Walter_White +SPKR-INFO breaking_bad_S01E01 1 unknown C312_C313_Jesse_Pinkman +SPKR-INFO breaking_bad_S01E01 1 unknown C312_C313_Walter_White +SPKR-INFO breaking_bad_S01E01 1 unknown C338_C341_Domingo_Molina +SPKR-INFO breaking_bad_S01E01 1 unknown C338_C341_Jesse_Pinkman +SPKR-INFO breaking_bad_S01E01 1 unknown C339_C344_Domingo_Molina +SPKR-INFO breaking_bad_S01E01 1 unknown C339_C344_Emilio_Koyama +SPKR-INFO breaking_bad_S01E01 1 unknown C339_C344_Jesse_Pinkman +SPKR-INFO breaking_bad_S01E01 1 unknown C352_C353_Domingo_Molina +SPKR-INFO breaking_bad_S01E01 1 unknown C354_C355_Domingo_Molina +SPKR-INFO breaking_bad_S01E01 1 unknown C354_C355_Walter_White +SPKR-INFO breaking_bad_S01E01 1 unknown C355_C356_Emilio_Koyama +SPKR-INFO breaking_bad_S01E01 1 unknown C355_C362_Emilio_Koyama +SPKR-INFO breaking_bad_S01E01 1 unknown C355_C365_Domingo_Molina +SPKR-INFO breaking_bad_S01E01 1 unknown C355_C365_Walter_White +SPKR-INFO breaking_bad_S01E01 1 unknown C421_C422_Walter_White +SPKR-INFO breaking_bad_S01E01 1 unknown C430_C431_Jesse_Pinkman +SPKR-INFO breaking_bad_S01E01 1 unknown C430_C431_Walter_White +SPKR-INFO breaking_bad_S01E01 1 unknown C52_C56_Skyler_White +SPKR-INFO breaking_bad_S01E01 1 unknown C52_C56_Walter_White +SPKR-INFO breaking_bad_S01E01 1 unknown C54_C55_Skyler_White +SPKR-INFO breaking_bad_S01E01 1 unknown C54_C55_Walter_White_Jr. +SPKR-INFO breaking_bad_S01E01 1 unknown C58_C59_Walter_White +SPKR-INFO breaking_bad_S01E01 1 unknown C58_C59_Walter_White_Jr. +SPKR-INFO breaking_bad_S01E01 1 unknown C64_C65_Walter_White +SPKR-INFO breaking_bad_S01E01 1 unknown C65_C68_Walter_White +SPKR-INFO breaking_bad_S01E01 1 unknown C68_C69_Walter_White +SPKR-INFO breaking_bad_S01E01 1 unknown C78_C79_Bogdan_Wolynetz +SPKR-INFO breaking_bad_S01E01 1 unknown C78_C79_Walter_White +SPKR-INFO breaking_bad_S01E01 1 unknown C96_C97_Hank_Schrader +SPKR-INFO breaking_bad_S01E01 1 unknown C96_C97_Walter_White_Jr. +SPEAKER breaking_bad_S01E01 1 750.32 1.12 C111_C112_Hank_Schrader +SPEAKER breaking_bad_S01E01 1 751.52 1.04 C111_C112_Hank_Schrader +SPEAKER breaking_bad_S01E01 1 752.88 2.60 C111_C112_Hank_Schrader +SPEAKER breaking_bad_S01E01 1 762.24 4.24 C111_C112_Hank_Schrader +SPEAKER breaking_bad_S01E01 1 767.72 2.36 C111_C112_Hank_Schrader +SPEAKER breaking_bad_S01E01 1 749.00 1.28 C111_C112_Walter_White +SPEAKER breaking_bad_S01E01 1 759.40 2.72 C111_C112_Walter_White +SPEAKER breaking_bad_S01E01 1 1019.48 1.36 C123_C124_Doctor_ambulance +SPEAKER breaking_bad_S01E01 1 976.48 1.96 C123_C124_Walter_White +SPEAKER breaking_bad_S01E01 1 978.48 2.36 C123_C124_Walter_White +SPEAKER breaking_bad_S01E01 1 980.88 3.48 C123_C124_Walter_White +SPEAKER breaking_bad_S01E01 1 985.00 1.84 C123_C124_Walter_White +SPEAKER breaking_bad_S01E01 1 986.88 3.04 C123_C124_Walter_White +SPEAKER breaking_bad_S01E01 1 996.68 1.48 C123_C125_Doctor_ambulance +SPEAKER breaking_bad_S01E01 1 1001.76 1.40 C123_C125_Doctor_ambulance +SPEAKER breaking_bad_S01E01 1 1009.56 2.24 C123_C125_Doctor_ambulance +SPEAKER breaking_bad_S01E01 1 986.88 3.04 C123_C125_Walter_White +SPEAKER breaking_bad_S01E01 1 990.24 2.24 C123_C125_Walter_White +SPEAKER breaking_bad_S01E01 1 993.24 1.96 C123_C125_Walter_White +SPEAKER breaking_bad_S01E01 1 999.04 2.68 C123_C125_Walter_White +SPEAKER breaking_bad_S01E01 1 1113.36 1.80 C135_C136_Skyler_White +SPEAKER breaking_bad_S01E01 1 1115.24 2.08 C135_C136_Skyler_White +SPEAKER breaking_bad_S01E01 1 1118.08 1.36 C135_C136_Skyler_White +SPEAKER breaking_bad_S01E01 1 1119.76 3.76 C135_C136_Skyler_White +SPEAKER breaking_bad_S01E01 1 1123.56 1.64 C135_C136_Skyler_White +SPEAKER breaking_bad_S01E01 1 1125.24 3.08 C135_C136_Skyler_White +SPEAKER breaking_bad_S01E01 1 1129.16 0.84 C135_C136_Skyler_White +SPEAKER breaking_bad_S01E01 1 1132.80 0.68 C135_C136_Skyler_White +SPEAKER breaking_bad_S01E01 1 1138.36 2.72 C135_C136_Skyler_White +SPEAKER breaking_bad_S01E01 1 1141.12 2.80 C135_C136_Skyler_White +SPEAKER breaking_bad_S01E01 1 1134.72 0.36 C135_C136_Walter_White +SPEAKER breaking_bad_S01E01 1 1150.36 2.08 C135_C136_Walter_White +SPEAKER breaking_bad_S01E01 1 1152.88 2.40 C137_C138_Skyler_White +SPEAKER breaking_bad_S01E01 1 1158.76 2.20 C137_C138_Skyler_White +SPEAKER breaking_bad_S01E01 1 1156.80 0.92 C137_C138_Walter_White +SPEAKER breaking_bad_S01E01 1 1163.20 0.64 C137_C138_Walter_White +SPEAKER breaking_bad_S01E01 1 1165.64 1.48 C137_C138_Walter_White +SPEAKER breaking_bad_S01E01 1 1170.24 0.52 C137_C138_Walter_White +SPEAKER breaking_bad_S01E01 1 1197.68 0.84 C141_C142_Bogdan_Wolynetz +SPEAKER breaking_bad_S01E01 1 1200.32 0.68 C141_C142_Bogdan_Wolynetz +SPEAKER breaking_bad_S01E01 1 1201.56 3.68 C141_C142_Bogdan_Wolynetz +SPEAKER breaking_bad_S01E01 1 1205.28 0.60 C141_C142_Bogdan_Wolynetz +SPEAKER breaking_bad_S01E01 1 1206.76 2.08 C141_C142_Bogdan_Wolynetz +SPEAKER breaking_bad_S01E01 1 1208.88 2.20 C141_C142_Bogdan_Wolynetz +SPEAKER breaking_bad_S01E01 1 1211.12 1.04 C141_C142_Bogdan_Wolynetz +SPEAKER breaking_bad_S01E01 1 1214.88 0.76 C141_C142_Bogdan_Wolynetz +SPEAKER breaking_bad_S01E01 1 1205.92 0.52 C141_C142_Walter_White +SPEAKER breaking_bad_S01E01 1 1216.24 1.36 C141_C142_Walter_White +SPEAKER breaking_bad_S01E01 1 1219.12 2.92 C142_C144_Walter_White +SPEAKER breaking_bad_S01E01 1 1226.04 1.00 C142_C144_Walter_White +SPEAKER breaking_bad_S01E01 1 1304.96 2.08 C148_C149_Hank_Schrader +SPEAKER breaking_bad_S01E01 1 1307.08 1.72 C148_C149_Hank_Schrader +SPEAKER breaking_bad_S01E01 1 1309.12 2.60 C148_C149_Hank_Schrader +SPEAKER breaking_bad_S01E01 1 1312.24 1.04 C148_C149_Hank_Schrader +SPEAKER breaking_bad_S01E01 1 1315.36 0.56 C148_C149_Hank_Schrader +SPEAKER breaking_bad_S01E01 1 1316.48 2.04 C148_C149_Hank_Schrader +SPEAKER breaking_bad_S01E01 1 1324.12 2.24 C148_C149_Hank_Schrader +SPEAKER breaking_bad_S01E01 1 1327.68 2.56 C148_C149_Hank_Schrader +SPEAKER breaking_bad_S01E01 1 1313.32 0.60 C148_C149_Steven_Gomez +SPEAKER breaking_bad_S01E01 1 1318.84 1.96 C148_C149_Steven_Gomez +SPEAKER breaking_bad_S01E01 1 1321.12 2.68 C148_C149_Steven_Gomez +SPEAKER breaking_bad_S01E01 1 1315.36 0.56 C149_C150_Hank_Schrader +SPEAKER breaking_bad_S01E01 1 1316.48 2.04 C149_C150_Hank_Schrader +SPEAKER breaking_bad_S01E01 1 1324.12 2.24 C149_C150_Hank_Schrader +SPEAKER breaking_bad_S01E01 1 1327.68 2.72 C149_C150_Hank_Schrader +SPEAKER breaking_bad_S01E01 1 1332.84 0.88 C149_C150_Hank_Schrader +SPEAKER breaking_bad_S01E01 1 1334.20 2.64 C149_C150_Hank_Schrader +SPEAKER breaking_bad_S01E01 1 1336.92 1.40 C149_C150_Hank_Schrader +SPEAKER breaking_bad_S01E01 1 1357.96 2.28 C149_C150_Hank_Schrader +SPEAKER breaking_bad_S01E01 1 1313.32 0.60 C149_C150_Steven_Gomez +SPEAKER breaking_bad_S01E01 1 1318.84 1.96 C149_C150_Steven_Gomez +SPEAKER breaking_bad_S01E01 1 1321.12 2.68 C149_C150_Steven_Gomez +SPEAKER breaking_bad_S01E01 1 1330.44 2.04 C149_C150_Walter_White +SPEAKER breaking_bad_S01E01 1 1363.68 2.92 C154_C155_Hank_Schrader +SPEAKER breaking_bad_S01E01 1 1510.40 0.80 C184_C186_Walter_White +SPEAKER breaking_bad_S01E01 1 1520.08 0.76 C184_C186_Walter_White +SPEAKER breaking_bad_S01E01 1 1510.40 0.80 C184_C187_Walter_White +SPEAKER breaking_bad_S01E01 1 1528.16 1.24 C184_C187_Walter_White +SPEAKER breaking_bad_S01E01 1 1531.40 0.88 C184_C187_Walter_White +SPEAKER breaking_bad_S01E01 1 1596.72 0.84 C196_C197_Jesse_Pinkman +SPEAKER breaking_bad_S01E01 1 1586.60 3.20 C196_C197_Walter_White +SPEAKER breaking_bad_S01E01 1 1637.20 1.08 C196_C202_Walter_White +SPEAKER breaking_bad_S01E01 1 1673.00 1.44 C196_C202_Walter_White +SPEAKER breaking_bad_S01E01 1 1676.48 2.68 C196_C202_Walter_White +SPEAKER breaking_bad_S01E01 1 1681.08 1.16 C196_C202_Walter_White +SPEAKER breaking_bad_S01E01 1 1682.80 0.96 C196_C202_Walter_White +SPEAKER breaking_bad_S01E01 1 1685.12 1.32 C196_C202_Walter_White +SPEAKER breaking_bad_S01E01 1 1606.92 0.72 C198_C199_Jesse_Pinkman +SPEAKER breaking_bad_S01E01 1 1598.52 1.52 C198_C199_Walter_White +SPEAKER breaking_bad_S01E01 1 1603.44 2.72 C198_C199_Walter_White +SPEAKER breaking_bad_S01E01 1 1611.60 1.32 C198_C199_Walter_White +SPEAKER breaking_bad_S01E01 1 1613.28 0.92 C198_C200_Jesse_Pinkman +SPEAKER breaking_bad_S01E01 1 1611.76 1.16 C198_C200_Walter_White +SPEAKER breaking_bad_S01E01 1 1614.80 1.60 C198_C200_Walter_White +SPEAKER breaking_bad_S01E01 1 1617.52 2.48 C198_C200_Walter_White +SPEAKER breaking_bad_S01E01 1 1629.56 1.56 C200_C201_Jesse_Pinkman +SPEAKER breaking_bad_S01E01 1 1631.84 0.88 C200_C201_Jesse_Pinkman +SPEAKER breaking_bad_S01E01 1 1617.52 2.48 C200_C201_Walter_White +SPEAKER breaking_bad_S01E01 1 1620.04 1.96 C200_C201_Walter_White +SPEAKER breaking_bad_S01E01 1 1624.32 1.32 C200_C201_Walter_White +SPEAKER breaking_bad_S01E01 1 1627.64 1.52 C200_C201_Walter_White +SPEAKER breaking_bad_S01E01 1 1631.28 0.52 C200_C201_Walter_White +SPEAKER breaking_bad_S01E01 1 1634.92 1.20 C200_C201_Walter_White +SPEAKER breaking_bad_S01E01 1 1646.76 3.12 C202_C203_Jesse_Pinkman +SPEAKER breaking_bad_S01E01 1 1650.68 1.56 C202_C203_Jesse_Pinkman +SPEAKER breaking_bad_S01E01 1 1652.96 3.80 C202_C203_Jesse_Pinkman +SPEAKER breaking_bad_S01E01 1 1657.44 1.28 C202_C203_Jesse_Pinkman +SPEAKER breaking_bad_S01E01 1 1659.36 4.16 C202_C203_Jesse_Pinkman +SPEAKER breaking_bad_S01E01 1 1644.56 2.12 C202_C203_Walter_White +SPEAKER breaking_bad_S01E01 1 1656.80 0.60 C202_C203_Walter_White +SPEAKER breaking_bad_S01E01 1 1664.16 0.96 C202_C203_Walter_White +SPEAKER breaking_bad_S01E01 1 1666.08 2.24 C202_C203_Walter_White +SPEAKER breaking_bad_S01E01 1 1670.12 1.00 C202_C203_Walter_White +SPEAKER breaking_bad_S01E01 1 1672.60 1.84 C202_C203_Walter_White +SPEAKER breaking_bad_S01E01 1 1708.64 3.12 C202_C204_Jesse_Pinkman +SPEAKER breaking_bad_S01E01 1 1713.56 0.92 C202_C204_Jesse_Pinkman +SPEAKER breaking_bad_S01E01 1 1714.92 2.60 C202_C204_Jesse_Pinkman +SPEAKER breaking_bad_S01E01 1 1682.84 0.92 C202_C204_Walter_White +SPEAKER breaking_bad_S01E01 1 1685.12 1.32 C202_C204_Walter_White +SPEAKER breaking_bad_S01E01 1 1688.08 1.76 C202_C204_Walter_White +SPEAKER breaking_bad_S01E01 1 1693.40 1.08 C202_C204_Walter_White +SPEAKER breaking_bad_S01E01 1 1695.60 1.96 C202_C204_Walter_White +SPEAKER breaking_bad_S01E01 1 1718.44 0.96 C202_C204_Walter_White +SPEAKER breaking_bad_S01E01 1 1722.56 3.64 C202_C204_Walter_White +SPEAKER breaking_bad_S01E01 1 1737.08 1.20 C206_C207_Marie_Schrader +SPEAKER breaking_bad_S01E01 1 1750.72 1.56 C206_C207_Marie_Schrader +SPEAKER breaking_bad_S01E01 1 1754.80 1.16 C206_C207_Marie_Schrader +SPEAKER breaking_bad_S01E01 1 1756.48 0.92 C206_C207_Marie_Schrader +SPEAKER breaking_bad_S01E01 1 1765.96 1.36 C206_C207_Marie_Schrader +SPEAKER breaking_bad_S01E01 1 1768.76 3.44 C206_C207_Marie_Schrader +SPEAKER breaking_bad_S01E01 1 1807.32 2.04 C206_C207_Marie_Schrader +SPEAKER breaking_bad_S01E01 1 1813.76 1.44 C206_C207_Marie_Schrader +SPEAKER 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2564.32 C278_C279_Jesse_Pinkman +2564.36 2569.12 C278_C279_Jesse_Pinkman +2569.16 2570.04 C278_C279_Jesse_Pinkman +219.76 220.76 C33_C35_Jesse_Pinkman +220.8 223.88 C33_C35_Walter_White +279.8 280.72 C33_C35_Jesse_Pinkman +197.24 199.32 C34_C35_Walter_White +199.64 201.04 C34_C35_Walter_White +201.36 202.52 C34_C35_Walter_White +203.92 205.72 C34_C35_Jesse_Pinkman +205.76 206.88 C34_C35_Walter_White +207.2 210.72 C34_C35_Walter_White +210.76 212.64 C34_C35_Walter_White +212.68 215.6 C34_C35_Walter_White +215.64 216.16 C34_C35_Jesse_Pinkman +216.2 216.76 C34_C35_Walter_White +216.8 218.88 C34_C35_Walter_White +218.92 219.72 C34_C35_Walter_White +219.76 220.76 C34_C35_Jesse_Pinkman +235.96 238.36 C34_C35_Walter_White +239.76 241.64 C34_C35_Walter_White +241.68 244.28 C34_C35_Walter_White +244.6 246.64 C34_C35_Walter_White +247.2 247.8 C34_C35_Walter_White +251.2 252.72 C34_C35_Jesse_Pinkman +254.04 257.4 C34_C35_Jesse_Pinkman +261.24 263.64 C34_C35_Walter_White +263.96 265.36 C34_C35_Walter_White +277.92 279.2 C34_C35_Walter_White +279.8 280.72 C34_C35_Jesse_Pinkman +377.48 379.2 C43_C44_Walter_White +381.32 384.48 C43_C44_Walter_White +384.8 389.72 C43_C44_Walter_White +389.84 392.2 C43_C44_Walter_White +395.36 397.24 C43_C44_Walter_White +397.28 400.96 C43_C44_Walter_White +433.32 436.52 C43_C44_Skyler_White +436.68 439.8 C43_C44_Skyler_White +440.12 442.56 C43_C44_Jesse_Pinkman +347.56 349.68 C43_C44_S +350.24 352.64 C43_C44_S +404.48 406.28 C43_C44_Skyler_White +407.04 407.96 C43_C44_Walter_White_Jr. +389.84 393 C43_C45_Walter_White +393.32 395.2 C43_C45_Walter_White +372.76 374.56 C43_C45_Walter_White +374.88 376.76 C43_C45_Walter_White +407.04 408.72 C43_C45_Walter_White_Jr. +356.2 358.32 C45_C46_Walter_White +360.4 362.92 C45_C46_Walter_White +363.24 366.28 C45_C46_Walter_White +426.04 426.8 C46_C48_Skyler_White +428.28 428.92 C46_C48_Skyler_White +409.08 410 C46_C48_Skyler_White +410.32 413.96 C46_C48_Walter_White +414.44 419.64 C46_C48_Walter_White +421.04 422.24 C46_C48_Walter_White_Jr. diff --git a/spkDiarization/data/ref/seg/breaking_bad_S01E02.rttm b/spkDiarization/data/ref/seg/breaking_bad_S01E02.rttm new file mode 100644 index 0000000..0d9aaec --- /dev/null +++ b/spkDiarization/data/ref/seg/breaking_bad_S01E02.rttm @@ -0,0 +1,317 @@ +SPKR-INFO breaking_bad_S01E02 1 unknown C101_C99_Walter_White +SPKR-INFO breaking_bad_S01E02 1 unknown C112_C114_Skyler_White +SPKR-INFO breaking_bad_S01E02 1 unknown C123_C124_Jesse_Pinkman +SPKR-INFO breaking_bad_S01E02 1 unknown C123_C124_Walter_White +SPKR-INFO breaking_bad_S01E02 1 unknown C126_C127_Jesse_Pinkman +SPKR-INFO breaking_bad_S01E02 1 unknown C126_C127_Walter_White +SPKR-INFO breaking_bad_S01E02 1 unknown C128_C129_Jesse_Pinkman +SPKR-INFO breaking_bad_S01E02 1 unknown C128_C129_Walter_White +SPKR-INFO breaking_bad_S01E02 1 unknown C150_C151_Jesse_Pinkman +SPKR-INFO breaking_bad_S01E02 1 unknown C150_C151_Walter_White +SPKR-INFO breaking_bad_S01E02 1 unknown C151_C158_Walter_White +SPKR-INFO breaking_bad_S01E02 1 unknown C151_C161_Walter_White +SPKR-INFO breaking_bad_S01E02 1 unknown C152_C153_Jesse_Pinkman +SPKR-INFO breaking_bad_S01E02 1 unknown C152_C163_Jesse_Pinkman +SPKR-INFO breaking_bad_S01E02 1 unknown C152_C163_Walter_White +SPKR-INFO breaking_bad_S01E02 1 unknown C157_C158_Walter_White +SPKR-INFO breaking_bad_S01E02 1 unknown C158_C160_Jesse_Pinkman +SPKR-INFO breaking_bad_S01E02 1 unknown C160_C161_Jesse_Pinkman +SPKR-INFO breaking_bad_S01E02 1 unknown C160_C161_Walter_White +SPKR-INFO breaking_bad_S01E02 1 unknown C168_C169_Jesse_Pinkman +SPKR-INFO breaking_bad_S01E02 1 unknown C174_C176_Jesse_Pinkman +SPKR-INFO breaking_bad_S01E02 1 unknown C188_C189_Domingo_Molina +SPKR-INFO breaking_bad_S01E02 1 unknown C189_C191_Domingo_Molina +SPKR-INFO breaking_bad_S01E02 1 unknown C191_C199_Domingo_Molina +SPKR-INFO breaking_bad_S01E02 1 unknown C201_C202_Domingo_Molina +SPKR-INFO breaking_bad_S01E02 1 unknown C20_C21_Jesse_Pinkman 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breaking_bad_S01E02 1 unknown C34_C35_Walter_White +SPKR-INFO breaking_bad_S01E02 1 unknown C43_C44_Jesse_Pinkman +SPKR-INFO breaking_bad_S01E02 1 unknown C43_C44_S +SPKR-INFO breaking_bad_S01E02 1 unknown C43_C44_Skyler_White +SPKR-INFO breaking_bad_S01E02 1 unknown C43_C44_Walter_White +SPKR-INFO breaking_bad_S01E02 1 unknown C43_C44_Walter_White_Jr. +SPKR-INFO breaking_bad_S01E02 1 unknown C43_C45_Walter_White +SPKR-INFO breaking_bad_S01E02 1 unknown C43_C45_Walter_White_Jr. +SPKR-INFO breaking_bad_S01E02 1 unknown C45_C46_Walter_White +SPKR-INFO breaking_bad_S01E02 1 unknown C46_C48_Skyler_White +SPKR-INFO breaking_bad_S01E02 1 unknown C46_C48_Walter_White +SPKR-INFO breaking_bad_S01E02 1 unknown C46_C48_Walter_White_Jr. +SPEAKER breaking_bad_S01E02 1 766.60 0.72 C101_C99_Walter_White +SPEAKER breaking_bad_S01E02 1 788.20 2.24 C101_C99_Walter_White +SPEAKER breaking_bad_S01E02 1 791.20 1.52 C101_C99_Walter_White +SPEAKER breaking_bad_S01E02 1 844.48 0.64 C112_C114_Skyler_White 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C202_C210_Domingo_Molina +SPKR-INFO breaking_bad_S01E03 1 unknown C202_C210_Walter_White +SPKR-INFO breaking_bad_S01E03 1 unknown C202_C211_Domingo_Molina +SPKR-INFO breaking_bad_S01E03 1 unknown C202_C211_Walter_White +SPKR-INFO breaking_bad_S01E03 1 unknown C205_C206_Domingo_Molina +SPKR-INFO breaking_bad_S01E03 1 unknown C205_C206_Walter_White +SPKR-INFO breaking_bad_S01E03 1 unknown C205_C209_Domingo_Molina +SPKR-INFO breaking_bad_S01E03 1 unknown C205_C209_S +SPKR-INFO breaking_bad_S01E03 1 unknown C205_C209_Walter_White +SPKR-INFO breaking_bad_S01E03 1 unknown C205_C210_Domingo_Molina +SPKR-INFO breaking_bad_S01E03 1 unknown C205_C210_Walter_White +SPKR-INFO breaking_bad_S01E03 1 unknown C220_C222_Walter_White +SPKR-INFO breaking_bad_S01E03 1 unknown C230_C231_Domingo_Molina +SPKR-INFO breaking_bad_S01E03 1 unknown C230_C231_Walter_White +SPKR-INFO breaking_bad_S01E03 1 unknown C258_C260_Walter_White +SPKR-INFO breaking_bad_S01E03 1 unknown C295_C296_Hank_Schrader +SPKR-INFO breaking_bad_S01E03 1 unknown C295_C296_Steven_Gomez +SPKR-INFO breaking_bad_S01E03 1 unknown C296_C300_Hank_Schrader +SPKR-INFO breaking_bad_S01E03 1 unknown C29_C7_Walter_White +SPKR-INFO breaking_bad_S01E03 1 unknown C50_C51_Marie_Schrader +SPKR-INFO breaking_bad_S01E03 1 unknown C50_C51_Skyler_White +SPKR-INFO breaking_bad_S01E03 1 unknown C50_C51_Walter_White_Jr. +SPKR-INFO breaking_bad_S01E03 1 unknown C51_C52_Marie_Schrader +SPKR-INFO breaking_bad_S01E03 1 unknown C51_C52_Skyler_White +SPKR-INFO breaking_bad_S01E03 1 unknown C51_C52_Walter_White_Jr. +SPKR-INFO breaking_bad_S01E03 1 unknown C51_C54_Marie_Schrader +SPKR-INFO breaking_bad_S01E03 1 unknown C51_C54_Skyler_White +SPKR-INFO breaking_bad_S01E03 1 unknown C52_C53_Walter_White_Jr. +SPKR-INFO breaking_bad_S01E03 1 unknown C54_C56_Marie_Schrader +SPKR-INFO breaking_bad_S01E03 1 unknown C54_C56_Skyler_White +SPKR-INFO breaking_bad_S01E03 1 unknown C58_C59_Marie_Schrader +SPKR-INFO breaking_bad_S01E03 1 unknown C58_C59_Skyler_White +SPKR-INFO breaking_bad_S01E03 1 unknown C72_C74_Domingo_Molina +SPKR-INFO breaking_bad_S01E03 1 unknown C72_C74_Walter_White +SPKR-INFO breaking_bad_S01E03 1 unknown C74_C79_Domingo_Molina +SPKR-INFO breaking_bad_S01E03 1 unknown C76_C81_Domingo_Molina +SPKR-INFO breaking_bad_S01E03 1 unknown C76_C81_Walter_White +SPKR-INFO breaking_bad_S01E03 1 unknown C85_C95_Jesse_Pinkman +SPKR-INFO breaking_bad_S01E03 1 unknown C85_C95_Walter_White +SPKR-INFO breaking_bad_S01E03 1 unknown C92_C93_Jesse_Pinkman +SPKR-INFO breaking_bad_S01E03 1 unknown C92_C93_Walter_White +SPKR-INFO breaking_bad_S01E03 1 unknown C95_C98_Jesse_Pinkman +SPKR-INFO breaking_bad_S01E03 1 unknown C95_C98_Walter_White +SPEAKER breaking_bad_S01E03 1 643.52 0.04 C103_C85_Walter_White +SPEAKER breaking_bad_S01E03 1 682.72 1.68 C109_C110_Jesse_Pinkman +SPEAKER breaking_bad_S01E03 1 685.32 0.48 C109_C110_Jesse_Pinkman +SPEAKER breaking_bad_S01E03 1 685.84 2.16 C109_C110_Jesse_Pinkman +SPEAKER breaking_bad_S01E03 1 692.80 0.92 C109_C110_Jesse_Pinkman +SPEAKER breaking_bad_S01E03 1 693.76 3.60 C109_C110_Jesse_Pinkman +SPEAKER breaking_bad_S01E03 1 697.40 2.76 C109_C110_Jesse_Pinkman +SPEAKER breaking_bad_S01E03 1 703.04 1.68 C109_C110_Jesse_Pinkman +SPEAKER breaking_bad_S01E03 1 704.76 1.76 C109_C110_Jesse_Pinkman +SPEAKER breaking_bad_S01E03 1 707.12 2.56 C109_C110_Jesse_Pinkman +SPEAKER breaking_bad_S01E03 1 713.00 2.08 C109_C110_Jesse_Pinkman +SPEAKER breaking_bad_S01E03 1 679.92 2.16 C109_C110_Walter_White +SPEAKER breaking_bad_S01E03 1 684.44 0.84 C109_C110_Walter_White +SPEAKER breaking_bad_S01E03 1 688.36 2.44 C109_C110_Walter_White +SPEAKER breaking_bad_S01E03 1 700.20 2.80 C109_C110_Walter_White +SPEAKER breaking_bad_S01E03 1 692.60 1.12 C109_C111_Jesse_Pinkman +SPEAKER breaking_bad_S01E03 1 688.36 2.60 C109_C111_Walter_White +SPEAKER breaking_bad_S01E03 1 691.00 1.36 C109_C111_Walter_White +SPEAKER breaking_bad_S01E03 1 703.04 1.68 C110_C111_Jesse_Pinkman +SPEAKER breaking_bad_S01E03 1 704.76 1.76 C110_C111_Jesse_Pinkman +SPEAKER breaking_bad_S01E03 1 707.12 2.56 C110_C111_Jesse_Pinkman +SPEAKER breaking_bad_S01E03 1 710.00 2.32 C110_C111_Jesse_Pinkman +SPEAKER breaking_bad_S01E03 1 713.00 2.08 C110_C111_Jesse_Pinkman +SPEAKER breaking_bad_S01E03 1 792.08 3.96 C124_C125_Hank_Schrader +SPEAKER breaking_bad_S01E03 1 801.00 0.88 C124_C125_Hank_Schrader +SPEAKER breaking_bad_S01E03 1 839.84 1.56 C126_C129_Hank_Schrader +SPEAKER breaking_bad_S01E03 1 841.72 2.36 C126_C129_Hank_Schrader +SPEAKER breaking_bad_S01E03 1 845.20 2.16 C126_C129_Marie_Schrader +SPEAKER breaking_bad_S01E03 1 865.24 3.32 C126_C135_Employee_#1 +SPEAKER breaking_bad_S01E03 1 870.60 2.04 C126_C135_Employee_#1 +SPEAKER breaking_bad_S01E03 1 874.88 2.16 C126_C135_Employee_#1 +SPEAKER breaking_bad_S01E03 1 868.60 1.40 C126_C135_Marie_Schrader +SPEAKER breaking_bad_S01E03 1 863.96 1.08 C130_C134_Employee_#1 +SPEAKER breaking_bad_S01E03 1 856.04 0.72 C130_C134_Hank_Schrader +SPEAKER breaking_bad_S01E03 1 858.24 0.96 C130_C134_Hank_Schrader +SPEAKER breaking_bad_S01E03 1 854.52 1.44 C130_C134_Marie_Schrader +SPEAKER breaking_bad_S01E03 1 934.36 1.12 C148_C149_Hank_Schrader +SPEAKER breaking_bad_S01E03 1 938.68 1.28 C148_C149_Hank_Schrader +SPEAKER breaking_bad_S01E03 1 943.00 0.76 C148_C149_Hank_Schrader +SPEAKER breaking_bad_S01E03 1 948.84 2.12 C148_C149_Hank_Schrader +SPEAKER breaking_bad_S01E03 1 951.72 2.08 C148_C149_Hank_Schrader +SPEAKER breaking_bad_S01E03 1 954.76 2.40 C148_C149_Hank_Schrader +SPEAKER breaking_bad_S01E03 1 960.80 2.44 C148_C149_Hank_Schrader +SPEAKER breaking_bad_S01E03 1 963.28 2.52 C148_C149_Hank_Schrader +SPEAKER breaking_bad_S01E03 1 967.24 1.92 C148_C149_Hank_Schrader +SPEAKER breaking_bad_S01E03 1 969.64 2.20 C148_C149_Hank_Schrader +SPEAKER breaking_bad_S01E03 1 971.88 3.28 C148_C149_Hank_Schrader +SPEAKER breaking_bad_S01E03 1 976.48 1.08 C148_C149_Hank_Schrader +SPEAKER breaking_bad_S01E03 1 978.52 2.56 C148_C149_Hank_Schrader 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C148_C149_Walter_White_Jr. +SPEAKER breaking_bad_S01E03 1 996.96 0.80 C148_C149_Walter_White_Jr. +SPEAKER breaking_bad_S01E03 1 997.80 2.80 C148_C149_Walter_White_Jr. +SPEAKER breaking_bad_S01E03 1 1049.48 0.68 C156_C159_Hank_Schrader +SPEAKER breaking_bad_S01E03 1 1050.76 1.64 C156_C159_Hank_Schrader +SPEAKER breaking_bad_S01E03 1 1054.84 1.12 C156_C159_Hank_Schrader +SPEAKER breaking_bad_S01E03 1 1056.16 1.80 C156_C159_Hank_Schrader +SPEAKER breaking_bad_S01E03 1 1061.80 2.08 C156_C159_Hank_Schrader +SPEAKER breaking_bad_S01E03 1 1064.40 1.68 C156_C159_Hank_Schrader +SPEAKER breaking_bad_S01E03 1 1068.60 3.56 C156_C159_Hank_Schrader +SPEAKER breaking_bad_S01E03 1 1072.48 1.72 C156_C159_Hank_Schrader +SPEAKER breaking_bad_S01E03 1 1074.40 1.56 C156_C159_Hank_Schrader +SPEAKER breaking_bad_S01E03 1 1078.16 2.28 C156_C159_Hank_Schrader +SPEAKER breaking_bad_S01E03 1 1080.68 1.80 C156_C159_Hank_Schrader +SPEAKER breaking_bad_S01E03 1 1084.20 3.16 C156_C159_Hank_Schrader +SPEAKER breaking_bad_S01E03 1 1087.44 3.92 C156_C159_Hank_Schrader +SPEAKER breaking_bad_S01E03 1 1093.08 1.68 C156_C159_Hank_Schrader +SPEAKER breaking_bad_S01E03 1 1095.36 2.84 C156_C159_Hank_Schrader +SPEAKER breaking_bad_S01E03 1 1100.28 2.64 C156_C159_Hank_Schrader +SPEAKER breaking_bad_S01E03 1 1104.84 1.96 C156_C159_Hank_Schrader +SPEAKER breaking_bad_S01E03 1 1076.44 1.68 C156_C159_Walter_White_Jr. +SPEAKER breaking_bad_S01E03 1 1048.84 0.60 C156_C159_Wendy +SPEAKER breaking_bad_S01E03 1 1053.00 1.80 C156_C159_Wendy +SPEAKER breaking_bad_S01E03 1 1059.04 1.44 C156_C159_Wendy +SPEAKER breaking_bad_S01E03 1 1060.72 0.76 C156_C159_Wendy +SPEAKER breaking_bad_S01E03 1 1091.40 1.60 C156_C159_Wendy +SPEAKER breaking_bad_S01E03 1 1103.16 1.16 C156_C159_Wendy +SPEAKER breaking_bad_S01E03 1 1247.64 4.24 C175_C176_Skyler_White +SPEAKER breaking_bad_S01E03 1 1257.88 2.68 C175_C176_Skyler_White +SPEAKER breaking_bad_S01E03 1 1261.80 1.88 C175_C176_Skyler_White +SPEAKER breaking_bad_S01E03 1 1272.84 1.32 C175_C176_Skyler_White +SPEAKER breaking_bad_S01E03 1 1275.28 1.36 C175_C176_Skyler_White +SPEAKER breaking_bad_S01E03 1 1278.32 2.04 C175_C176_Skyler_White +SPEAKER breaking_bad_S01E03 1 1265.96 0.68 C175_C176_Walter_White +SPEAKER breaking_bad_S01E03 1 1269.36 2.20 C175_C176_Walter_White +SPEAKER breaking_bad_S01E03 1 1274.68 0.28 C175_C176_Walter_White +SPEAKER breaking_bad_S01E03 1 1285.60 0.72 C175_C176_Walter_White +SPEAKER breaking_bad_S01E03 1 1412.72 1.04 C192_C194_Domingo_Molina +SPEAKER breaking_bad_S01E03 1 1414.92 1.52 C192_C194_Domingo_Molina +SPEAKER breaking_bad_S01E03 1 1433.52 1.48 C192_C194_Domingo_Molina +SPEAKER breaking_bad_S01E03 1 1437.04 2.60 C192_C194_Domingo_Molina +SPEAKER breaking_bad_S01E03 1 1440.72 1.56 C192_C194_Domingo_Molina +SPEAKER breaking_bad_S01E03 1 1430.80 1.40 C192_C194_Walter_White +SPEAKER breaking_bad_S01E03 1 1555.56 0.56 C202_C203_Domingo_Molina +SPEAKER breaking_bad_S01E03 1 1565.64 0.88 C202_C203_Domingo_Molina +SPEAKER breaking_bad_S01E03 1 1594.20 2.20 C202_C203_Domingo_Molina +SPEAKER breaking_bad_S01E03 1 1596.44 2.28 C202_C203_Domingo_Molina +SPEAKER breaking_bad_S01E03 1 1599.52 1.56 C202_C203_Domingo_Molina +SPEAKER breaking_bad_S01E03 1 1557.24 1.40 C202_C203_Walter_White +SPEAKER breaking_bad_S01E03 1 1559.44 1.52 C202_C203_Walter_White +SPEAKER breaking_bad_S01E03 1 1562.32 1.00 C202_C203_Walter_White +SPEAKER breaking_bad_S01E03 1 1568.32 0.96 C202_C203_Walter_White +SPEAKER breaking_bad_S01E03 1 1569.92 2.52 C202_C203_Walter_White +SPEAKER breaking_bad_S01E03 1 1575.16 2.76 C202_C203_Walter_White +SPEAKER breaking_bad_S01E03 1 1603.68 3.60 C202_C203_Walter_White +SPEAKER breaking_bad_S01E03 1 1607.32 0.88 C202_C203_Walter_White +SPEAKER breaking_bad_S01E03 1 1581.88 1.24 C202_C204_Domingo_Molina +SPEAKER breaking_bad_S01E03 1 1678.80 1.12 C202_C204_Domingo_Molina +SPEAKER breaking_bad_S01E03 1 1679.96 0.84 C202_C204_Domingo_Molina +SPEAKER breaking_bad_S01E03 1 1681.44 1.48 C202_C204_Domingo_Molina +SPEAKER breaking_bad_S01E03 1 1587.04 1.96 C202_C204_Walter_White +SPEAKER breaking_bad_S01E03 1 1589.92 3.56 C202_C204_Walter_White +SPEAKER breaking_bad_S01E03 1 1725.24 2.28 C202_C209_Domingo_Molina +SPEAKER breaking_bad_S01E03 1 1741.72 1.08 C202_C209_Domingo_Molina +SPEAKER breaking_bad_S01E03 1 1743.68 2.88 C202_C209_Domingo_Molina +SPEAKER breaking_bad_S01E03 1 1779.60 2.40 C202_C209_Domingo_Molina +SPEAKER breaking_bad_S01E03 1 1790.48 2.08 C202_C209_Domingo_Molina +SPEAKER breaking_bad_S01E03 1 1815.36 1.28 C202_C209_Domingo_Molina +SPEAKER breaking_bad_S01E03 1 1833.36 1.40 C202_C209_Domingo_Molina +SPEAKER breaking_bad_S01E03 1 1835.08 2.56 C202_C209_Domingo_Molina +SPEAKER breaking_bad_S01E03 1 1766.16 0.24 C202_C209_S +SPEAKER breaking_bad_S01E03 1 1729.52 1.68 C202_C209_Walter_White +SPEAKER breaking_bad_S01E03 1 1734.44 1.12 C202_C209_Walter_White +SPEAKER breaking_bad_S01E03 1 1736.36 2.04 C202_C209_Walter_White +SPEAKER breaking_bad_S01E03 1 1738.84 2.84 C202_C209_Walter_White +SPEAKER breaking_bad_S01E03 1 1742.84 0.80 C202_C209_Walter_White +SPEAKER breaking_bad_S01E03 1 1746.88 2.68 C202_C209_Walter_White +SPEAKER breaking_bad_S01E03 1 1750.72 2.00 C202_C209_Walter_White +SPEAKER breaking_bad_S01E03 1 1754.52 3.84 C202_C209_Walter_White +SPEAKER breaking_bad_S01E03 1 1759.12 3.36 C202_C209_Walter_White +SPEAKER breaking_bad_S01E03 1 1762.80 3.32 C202_C209_Walter_White +SPEAKER breaking_bad_S01E03 1 1766.44 2.84 C202_C209_Walter_White +SPEAKER breaking_bad_S01E03 1 1782.72 3.24 C202_C209_Walter_White +SPEAKER breaking_bad_S01E03 1 1786.48 3.92 C202_C209_Walter_White +SPEAKER breaking_bad_S01E03 1 1818.68 2.32 C202_C209_Walter_White +SPEAKER breaking_bad_S01E03 1 1821.32 1.92 C202_C209_Walter_White +SPEAKER breaking_bad_S01E03 1 1823.56 5.28 C202_C209_Walter_White +SPEAKER breaking_bad_S01E03 1 1829.56 3.76 C202_C209_Walter_White +SPEAKER breaking_bad_S01E03 1 1812.20 2.60 C202_C210_Domingo_Molina +SPEAKER breaking_bad_S01E03 1 1815.36 1.28 C202_C210_Domingo_Molina +SPEAKER breaking_bad_S01E03 1 1855.84 2.72 C202_C210_Domingo_Molina +SPEAKER breaking_bad_S01E03 1 1869.88 2.28 C202_C210_Domingo_Molina +SPEAKER breaking_bad_S01E03 1 1872.92 1.20 C202_C210_Domingo_Molina +SPEAKER breaking_bad_S01E03 1 1862.48 1.56 C202_C210_Walter_White +SPEAKER breaking_bad_S01E03 1 1865.88 2.52 C202_C210_Walter_White +SPEAKER breaking_bad_S01E03 1 1833.36 1.40 C202_C211_Domingo_Molina +SPEAKER breaking_bad_S01E03 1 1835.08 2.56 C202_C211_Domingo_Molina +SPEAKER breaking_bad_S01E03 1 1842.52 1.36 C202_C211_Domingo_Molina +SPEAKER breaking_bad_S01E03 1 1844.56 1.52 C202_C211_Domingo_Molina +SPEAKER breaking_bad_S01E03 1 1846.36 2.28 C202_C211_Domingo_Molina +SPEAKER breaking_bad_S01E03 1 1854.32 1.28 C202_C211_Domingo_Molina +SPEAKER breaking_bad_S01E03 1 1855.84 2.72 C202_C211_Domingo_Molina +SPEAKER breaking_bad_S01E03 1 1869.88 2.28 C202_C211_Domingo_Molina +SPEAKER breaking_bad_S01E03 1 1872.92 1.60 C202_C211_Domingo_Molina +SPEAKER breaking_bad_S01E03 1 1875.08 2.72 C202_C211_Domingo_Molina +SPEAKER breaking_bad_S01E03 1 1837.96 1.64 C202_C211_Walter_White +SPEAKER breaking_bad_S01E03 1 1840.04 2.36 C202_C211_Walter_White +SPEAKER breaking_bad_S01E03 1 1853.00 1.24 C202_C211_Walter_White +SPEAKER breaking_bad_S01E03 1 1887.08 1.32 C202_C211_Walter_White +SPEAKER breaking_bad_S01E03 1 1634.24 2.28 C205_C206_Domingo_Molina +SPEAKER breaking_bad_S01E03 1 1636.56 2.84 C205_C206_Domingo_Molina +SPEAKER breaking_bad_S01E03 1 1640.16 1.68 C205_C206_Domingo_Molina +SPEAKER breaking_bad_S01E03 1 1642.80 0.96 C205_C206_Domingo_Molina +SPEAKER breaking_bad_S01E03 1 1644.32 2.48 C205_C206_Domingo_Molina +SPEAKER breaking_bad_S01E03 1 1648.32 3.36 C205_C206_Domingo_Molina +SPEAKER breaking_bad_S01E03 1 1652.00 1.92 C205_C206_Domingo_Molina +SPEAKER breaking_bad_S01E03 1 1654.48 1.28 C205_C206_Domingo_Molina +SPEAKER breaking_bad_S01E03 1 1660.00 1.36 C205_C206_Domingo_Molina +SPEAKER 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C98_C99_Linda_Vasquez +594.12 596.96 C98_C99_Linda_Vasquez +598.56 600.16 C98_C99_Francis_Underwood diff --git a/spkDiarization/data/ref/seg/house_of_cards_S01E01.rttm b/spkDiarization/data/ref/seg/house_of_cards_S01E01.rttm new file mode 100644 index 0000000..da9ed3d --- /dev/null +++ b/spkDiarization/data/ref/seg/house_of_cards_S01E01.rttm @@ -0,0 +1,528 @@ +SPKR-INFO house_of_cards_S01E01 1 unknown C101_C99_Francis_Underwood +SPKR-INFO house_of_cards_S01E01 1 unknown C101_C99_Linda_Vasquez +SPKR-INFO house_of_cards_S01E01 1 unknown C104_C106_Francis_Underwood +SPKR-INFO house_of_cards_S01E01 1 unknown C104_C106_Linda_Vasquez +SPKR-INFO house_of_cards_S01E01 1 unknown C112_C113_Claire_Underwood +SPKR-INFO house_of_cards_S01E01 1 unknown C112_C113_Evelyn_Baxter +SPKR-INFO house_of_cards_S01E01 1 unknown C116_C119_Janine_Skorsky +SPKR-INFO house_of_cards_S01E01 1 unknown C116_C119_Zoe_Barnes +SPKR-INFO house_of_cards_S01E01 1 unknown C127_C128_Claire_Underwood +SPKR-INFO 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1947.76 1.32 C276_C277_Francis_Underwood +SPEAKER house_of_cards_S01E01 1 1855.24 3.12 C276_C277_Zoe_Barnes +SPEAKER house_of_cards_S01E01 1 1859.84 1.04 C276_C277_Zoe_Barnes +SPEAKER house_of_cards_S01E01 1 1861.08 2.60 C276_C277_Zoe_Barnes +SPEAKER house_of_cards_S01E01 1 1892.20 1.28 C276_C277_Zoe_Barnes +SPEAKER house_of_cards_S01E01 1 1894.88 2.16 C276_C277_Zoe_Barnes +SPEAKER house_of_cards_S01E01 1 1940.88 2.36 C276_C277_Zoe_Barnes +SPEAKER house_of_cards_S01E01 1 1943.60 0.92 C276_C277_Zoe_Barnes +SPEAKER house_of_cards_S01E01 1 1946.64 0.84 C276_C277_Zoe_Barnes +SPEAKER house_of_cards_S01E01 1 1952.08 0.72 C276_C277_Zoe_Barnes +SPEAKER house_of_cards_S01E01 1 1909.60 2.40 C278_C280_Francis_Underwood +SPEAKER house_of_cards_S01E01 1 1912.28 3.12 C278_C280_Francis_Underwood +SPEAKER house_of_cards_S01E01 1 1915.60 3.96 C278_C280_Francis_Underwood +SPEAKER house_of_cards_S01E01 1 1906.00 2.48 C278_C280_Zoe_Barnes +SPEAKER house_of_cards_S01E01 1 1901.64 1.64 C279_C280_Francis_Underwood +SPEAKER house_of_cards_S01E01 1 1903.32 2.08 C279_C280_Francis_Underwood +SPEAKER house_of_cards_S01E01 1 1915.60 5.12 C279_C280_Francis_Underwood +SPEAKER house_of_cards_S01E01 1 1920.76 1.68 C279_C280_Francis_Underwood +SPEAKER house_of_cards_S01E01 1 1928.80 0.84 C279_C280_Francis_Underwood +SPEAKER house_of_cards_S01E01 1 1906.00 2.48 C279_C280_Zoe_Barnes +SPEAKER house_of_cards_S01E01 1 1922.48 2.00 C279_C280_Zoe_Barnes +SPEAKER house_of_cards_S01E01 1 1927.36 1.28 C279_C280_Zoe_Barnes +SPEAKER house_of_cards_S01E01 1 1991.76 0.56 C287_C288_Claire_Underwood +SPEAKER house_of_cards_S01E01 1 2001.84 2.20 C287_C288_Claire_Underwood +SPEAKER house_of_cards_S01E01 1 1993.48 3.48 C287_C288_Francis_Underwood +SPEAKER house_of_cards_S01E01 1 1997.00 1.08 C287_C288_Francis_Underwood +SPEAKER house_of_cards_S01E01 1 1998.68 1.56 C287_C288_Zoe_Barnes +SPEAKER house_of_cards_S01E01 1 2039.08 1.40 C291_C293_Peter_Russo +SPEAKER house_of_cards_S01E01 1 2046.44 1.52 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C293_C296_Zoe_Barnes +SPKR-INFO house_of_cards_S01E04 1 unknown C295_C296_Tom_Hammerschmidt +SPKR-INFO house_of_cards_S01E04 1 unknown C295_C296_Zoe_Barnes +SPKR-INFO house_of_cards_S01E04 1 unknown C302_C303_Bob_Birch +SPKR-INFO house_of_cards_S01E04 1 unknown C302_C303_David_Rasmussen +SPKR-INFO house_of_cards_S01E04 1 unknown C303_C305_Bob_Birch +SPKR-INFO house_of_cards_S01E04 1 unknown C303_C305_David_Rasmussen +SPKR-INFO house_of_cards_S01E04 1 unknown C303_C305_Francis_Underwood +SPKR-INFO house_of_cards_S01E04 1 unknown C310_C311_Francis_Underwood +SPKR-INFO house_of_cards_S01E04 1 unknown C310_C311_Zoe_Barnes +SPKR-INFO house_of_cards_S01E04 1 unknown C312_C313_Francis_Underwood +SPKR-INFO house_of_cards_S01E04 1 unknown C312_C313_Zoe_Barnes +SPKR-INFO house_of_cards_S01E04 1 unknown C321_C322_Francis_Underwood +SPKR-INFO house_of_cards_S01E04 1 unknown C321_C322_Zoe_Barnes +SPKR-INFO house_of_cards_S01E04 1 unknown C49_C50_Bob_Birch +SPKR-INFO house_of_cards_S01E04 1 unknown C49_C50_Francis_Underwood +SPKR-INFO house_of_cards_S01E04 1 unknown C49_C51_Bob_Birch +SPKR-INFO house_of_cards_S01E04 1 unknown C49_C51_Francis_Underwood +SPKR-INFO house_of_cards_S01E04 1 unknown C51_C52_Bob_Birch +SPKR-INFO house_of_cards_S01E04 1 unknown C51_C52_Francis_Underwood +SPKR-INFO house_of_cards_S01E04 1 unknown C58_C60_Bob_Birch +SPKR-INFO house_of_cards_S01E04 1 unknown C58_C60_Francis_Underwood +SPKR-INFO house_of_cards_S01E04 1 unknown C76_C77_Margaret_Tilden +SPKR-INFO house_of_cards_S01E04 1 unknown C76_C77_Tom_Hammerschmidt +SPKR-INFO house_of_cards_S01E04 1 unknown C80_C81_Gillian_Cole +SPKR-INFO house_of_cards_S01E04 1 unknown C80_C81_Remy_Danton +SPKR-INFO house_of_cards_S01E04 1 unknown C81_C83_Gillian_Cole +SPKR-INFO house_of_cards_S01E04 1 unknown C81_C83_Remy_Danton +SPKR-INFO house_of_cards_S01E04 1 unknown C90_C91_Claire_Underwood +SPKR-INFO house_of_cards_S01E04 1 unknown C90_C91_Remy_Danton +SPKR-INFO house_of_cards_S01E04 1 unknown C92_C95_Peter_Russo 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C103_C104_Francis_Underwood +SPEAKER house_of_cards_S01E04 1 564.28 2.20 C103_C104_Francis_Underwood +SPEAKER house_of_cards_S01E04 1 566.72 2.08 C103_C104_Francis_Underwood +SPEAKER house_of_cards_S01E04 1 568.84 1.12 C103_C104_Francis_Underwood +SPEAKER house_of_cards_S01E04 1 570.44 1.12 C103_C104_Francis_Underwood +SPEAKER house_of_cards_S01E04 1 572.04 1.72 C103_C104_Francis_Underwood +SPEAKER house_of_cards_S01E04 1 574.60 1.48 C103_C104_Francis_Underwood +SPEAKER house_of_cards_S01E04 1 579.00 0.92 C103_C104_Francis_Underwood +SPEAKER house_of_cards_S01E04 1 587.52 0.88 C103_C104_Francis_Underwood +SPEAKER house_of_cards_S01E04 1 589.56 1.40 C103_C105_Claire_Underwood +SPEAKER house_of_cards_S01E04 1 592.40 0.96 C103_C105_Claire_Underwood +SPEAKER house_of_cards_S01E04 1 587.52 0.88 C103_C105_Francis_Underwood +SPEAKER house_of_cards_S01E04 1 591.40 0.60 C103_C105_Francis_Underwood +SPEAKER house_of_cards_S01E04 1 609.04 3.20 C107_C109_Tom_Hammerschmidt +SPEAKER house_of_cards_S01E04 1 624.84 1.84 C107_C109_Tom_Hammerschmidt +SPEAKER house_of_cards_S01E04 1 633.44 0.80 C107_C109_Tom_Hammerschmidt +SPEAKER house_of_cards_S01E04 1 613.80 0.92 C107_C109_Zoe_Barnes +SPEAKER house_of_cards_S01E04 1 627.40 5.32 C107_C109_Zoe_Barnes +SPEAKER house_of_cards_S01E04 1 634.52 0.52 C107_C109_Zoe_Barnes +SPEAKER house_of_cards_S01E04 1 615.28 1.76 C109_C110_Tom_Hammerschmidt +SPEAKER house_of_cards_S01E04 1 636.76 1.08 C109_C110_Tom_Hammerschmidt +SPEAKER house_of_cards_S01E04 1 638.92 0.92 C109_C110_Tom_Hammerschmidt +SPEAKER house_of_cards_S01E04 1 641.56 2.32 C109_C110_Tom_Hammerschmidt +SPEAKER house_of_cards_S01E04 1 613.80 0.92 C109_C110_Zoe_Barnes +SPEAKER house_of_cards_S01E04 1 634.52 0.52 C109_C110_Zoe_Barnes +SPEAKER house_of_cards_S01E04 1 646.00 0.96 C109_C110_Zoe_Barnes +SPEAKER house_of_cards_S01E04 1 648.48 2.72 C109_C112_Tom_Hammerschmidt +SPEAKER house_of_cards_S01E04 1 646.00 0.96 C109_C112_Zoe_Barnes +SPEAKER house_of_cards_S01E04 1 651.24 0.80 C109_C112_Zoe_Barnes +SPEAKER house_of_cards_S01E04 1 615.28 1.80 C110_C111_Tom_Hammerschmidt +SPEAKER house_of_cards_S01E04 1 619.76 1.16 C110_C111_Tom_Hammerschmidt +SPEAKER house_of_cards_S01E04 1 617.36 2.36 C110_C111_Zoe_Barnes +SPEAKER house_of_cards_S01E04 1 621.44 2.32 C110_C111_Zoe_Barnes +SPEAKER house_of_cards_S01E04 1 681.92 1.76 C117_C118_David_Rasmussen +SPEAKER house_of_cards_S01E04 1 685.88 0.96 C117_C118_David_Rasmussen +SPEAKER house_of_cards_S01E04 1 693.32 2.04 C117_C118_David_Rasmussen +SPEAKER house_of_cards_S01E04 1 716.48 1.88 C117_C118_David_Rasmussen +SPEAKER house_of_cards_S01E04 1 683.88 1.96 C117_C118_Francis_Underwood +SPEAKER house_of_cards_S01E04 1 687.08 1.96 C117_C118_Francis_Underwood +SPEAKER house_of_cards_S01E04 1 691.16 1.96 C117_C118_Francis_Underwood +SPEAKER house_of_cards_S01E04 1 695.56 1.92 C117_C118_Francis_Underwood +SPEAKER house_of_cards_S01E04 1 698.40 1.48 C117_C118_Francis_Underwood +SPEAKER house_of_cards_S01E04 1 710.52 3.56 C117_C118_Francis_Underwood +SPEAKER house_of_cards_S01E04 1 714.12 2.12 C117_C118_Francis_Underwood +SPEAKER house_of_cards_S01E04 1 705.60 1.68 C119_C120_David_Rasmussen +SPEAKER house_of_cards_S01E04 1 708.16 1.28 C119_C120_David_Rasmussen +SPEAKER house_of_cards_S01E04 1 722.36 1.36 C119_C120_David_Rasmussen +SPEAKER house_of_cards_S01E04 1 731.80 1.08 C119_C120_David_Rasmussen +SPEAKER house_of_cards_S01E04 1 738.96 1.60 C119_C120_David_Rasmussen +SPEAKER house_of_cards_S01E04 1 743.72 0.96 C119_C120_David_Rasmussen +SPEAKER house_of_cards_S01E04 1 746.88 1.16 C119_C120_David_Rasmussen +SPEAKER house_of_cards_S01E04 1 751.20 1.20 C119_C120_David_Rasmussen +SPEAKER house_of_cards_S01E04 1 761.64 1.04 C119_C120_David_Rasmussen +SPEAKER house_of_cards_S01E04 1 763.72 1.44 C119_C120_David_Rasmussen +SPEAKER house_of_cards_S01E04 1 765.48 1.12 C119_C120_David_Rasmussen +SPEAKER house_of_cards_S01E04 1 766.64 3.44 C119_C120_David_Rasmussen +SPEAKER house_of_cards_S01E04 1 770.28 1.24 C119_C120_David_Rasmussen +SPEAKER house_of_cards_S01E04 1 702.32 3.12 C119_C120_Francis_Underwood +SPEAKER house_of_cards_S01E04 1 707.32 0.76 C119_C120_Francis_Underwood +SPEAKER house_of_cards_S01E04 1 709.48 0.76 C119_C120_Francis_Underwood +SPEAKER house_of_cards_S01E04 1 718.92 2.64 C119_C120_Francis_Underwood +SPEAKER house_of_cards_S01E04 1 723.76 2.44 C119_C120_Francis_Underwood +SPEAKER house_of_cards_S01E04 1 726.24 2.24 C119_C120_Francis_Underwood +SPEAKER house_of_cards_S01E04 1 728.60 1.56 C119_C120_Francis_Underwood +SPEAKER house_of_cards_S01E04 1 730.20 1.44 C119_C120_Francis_Underwood +SPEAKER house_of_cards_S01E04 1 734.68 3.16 C119_C120_Francis_Underwood +SPEAKER house_of_cards_S01E04 1 740.60 2.92 C119_C120_Francis_Underwood +SPEAKER house_of_cards_S01E04 1 744.88 1.76 C119_C120_Francis_Underwood +SPEAKER house_of_cards_S01E04 1 748.08 2.84 C119_C120_Francis_Underwood +SPEAKER house_of_cards_S01E04 1 752.56 1.16 C119_C120_Francis_Underwood +SPEAKER house_of_cards_S01E04 1 754.60 2.20 C119_C120_Francis_Underwood +SPEAKER house_of_cards_S01E04 1 756.84 2.08 C119_C120_Francis_Underwood +SPEAKER house_of_cards_S01E04 1 774.60 1.72 C119_C120_Francis_Underwood +SPEAKER house_of_cards_S01E04 1 788.80 1.04 C123_C124_Claire_Underwood +SPEAKER house_of_cards_S01E04 1 790.04 0.76 C123_C124_Claire_Underwood +SPEAKER house_of_cards_S01E04 1 792.00 1.32 C123_C124_Claire_Underwood +SPEAKER house_of_cards_S01E04 1 800.48 2.04 C123_C124_Claire_Underwood +SPEAKER house_of_cards_S01E04 1 790.92 0.84 C123_C124_Gillian_Cole +SPEAKER house_of_cards_S01E04 1 793.36 3.16 C123_C124_Gillian_Cole +SPEAKER house_of_cards_S01E04 1 796.96 3.04 C123_C124_Gillian_Cole +SPEAKER house_of_cards_S01E04 1 802.56 0.48 C123_C124_Gillian_Cole +SPEAKER house_of_cards_S01E04 1 875.84 1.28 C128_C129_Lucas_Goodwin +SPEAKER house_of_cards_S01E04 1 889.20 1.00 C128_C129_Lucas_Goodwin +SPEAKER house_of_cards_S01E04 1 890.24 1.72 C128_C129_Lucas_Goodwin +SPEAKER 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C160_C161_Francis_Underwood +SPEAKER house_of_cards_S01E04 1 1087.68 0.84 C160_C161_Peter_Russo +SPEAKER house_of_cards_S01E04 1 1090.28 3.76 C160_C161_Peter_Russo +SPEAKER house_of_cards_S01E04 1 1097.72 0.68 C160_C161_Peter_Russo +SPEAKER house_of_cards_S01E04 1 1101.56 1.32 C160_C161_Peter_Russo +SPEAKER house_of_cards_S01E04 1 1104.04 2.12 C160_C161_Peter_Russo +SPEAKER house_of_cards_S01E04 1 1126.28 2.20 C163_C164_Francis_Underwood +SPEAKER house_of_cards_S01E04 1 1129.40 1.64 C163_C164_Francis_Underwood +SPEAKER house_of_cards_S01E04 1 1131.68 1.40 C163_C164_Francis_Underwood +SPEAKER house_of_cards_S01E04 1 1164.64 2.24 C167_C168_Claire_Underwood +SPEAKER house_of_cards_S01E04 1 1190.12 3.88 C167_C168_Claire_Underwood +SPEAKER house_of_cards_S01E04 1 1160.88 2.08 C167_C168_Francis_Underwood +SPEAKER house_of_cards_S01E04 1 1167.08 2.88 C167_C168_Francis_Underwood +SPEAKER house_of_cards_S01E04 1 1189.16 0.76 C167_C168_Francis_Underwood +SPEAKER house_of_cards_S01E04 1 1197.80 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466.52 1.28 C90_C91_Claire_Underwood +SPEAKER house_of_cards_S01E04 1 427.80 1.20 C90_C91_Remy_Danton +SPEAKER house_of_cards_S01E04 1 429.64 2.32 C90_C91_Remy_Danton +SPEAKER house_of_cards_S01E04 1 432.12 2.64 C90_C91_Remy_Danton +SPEAKER house_of_cards_S01E04 1 435.48 1.40 C90_C91_Remy_Danton +SPEAKER house_of_cards_S01E04 1 439.96 2.52 C90_C91_Remy_Danton +SPEAKER house_of_cards_S01E04 1 443.64 1.24 C90_C91_Remy_Danton +SPEAKER house_of_cards_S01E04 1 445.00 3.16 C90_C91_Remy_Danton +SPEAKER house_of_cards_S01E04 1 448.92 2.68 C90_C91_Remy_Danton +SPEAKER house_of_cards_S01E04 1 454.28 0.92 C90_C91_Remy_Danton +SPEAKER house_of_cards_S01E04 1 455.76 1.72 C90_C91_Remy_Danton +SPEAKER house_of_cards_S01E04 1 457.68 1.88 C90_C91_Remy_Danton +SPEAKER house_of_cards_S01E04 1 459.84 1.48 C90_C91_Remy_Danton +SPEAKER house_of_cards_S01E04 1 464.60 1.64 C90_C91_Remy_Danton +SPEAKER house_of_cards_S01E04 1 484.48 0.84 C92_C95_Peter_Russo +SPEAKER house_of_cards_S01E04 1 486.16 0.68 C92_C95_Peter_Russo +SPEAKER house_of_cards_S01E04 1 488.16 1.88 C92_C95_Peter_Russo +SPEAKER house_of_cards_S01E04 1 500.40 0.52 C93_C94_Christina_Gallagher +SPEAKER house_of_cards_S01E04 1 503.16 1.96 C93_C94_Christina_Gallagher +SPEAKER house_of_cards_S01E04 1 506.20 1.12 C93_C94_Christina_Gallagher +SPEAKER house_of_cards_S01E04 1 475.36 3.12 C93_C94_Peter_Russo +SPEAKER house_of_cards_S01E04 1 478.52 1.84 C93_C94_Peter_Russo +SPEAKER house_of_cards_S01E04 1 493.64 3.64 C93_C94_Peter_Russo +SPEAKER house_of_cards_S01E04 1 497.48 1.56 C93_C94_Peter_Russo +SPEAKER house_of_cards_S01E04 1 499.20 1.12 C93_C94_Peter_Russo +SPEAKER house_of_cards_S01E04 1 501.08 1.28 C93_C94_Peter_Russo +SPEAKER house_of_cards_S01E04 1 505.44 0.52 C93_C94_Peter_Russo diff --git a/spkDiarization/data/sph/.gitignore b/spkDiarization/data/sph/.gitignore new file mode 100644 index 0000000..e2493e6 --- /dev/null +++ b/spkDiarization/data/sph/.gitignore @@ -0,0 +1 @@ +*.sph diff --git a/spkDiarization/gmm/.gitignore b/spkDiarization/gmm/.gitignore new file mode 100644 index 0000000..7747452 --- /dev/null +++ b/spkDiarization/gmm/.gitignore @@ -0,0 +1 @@ +*.gmm diff --git a/spkDiarization/iv/raw/.gitignore b/spkDiarization/iv/raw/.gitignore new file mode 100644 index 0000000..e69de29 diff --git a/spkDiarization/lblGlobalSegmentation/.gitignore b/spkDiarization/lblGlobalSegmentation/.gitignore new file mode 100644 index 0000000..e69de29 diff --git a/spkDiarization/lblLocalSegmentation/.gitignore b/spkDiarization/lblLocalSegmentation/.gitignore new file mode 100644 index 0000000..e69de29 diff --git a/spkDiarization/lst/.gitignore b/spkDiarization/lst/.gitignore new file mode 100644 index 0000000..e69de29 diff --git a/spkDiarization/mat/.gitignore b/spkDiarization/mat/.gitignore new file mode 100644 index 0000000..e69de29 diff --git a/spkDiarization/ndx/.gitignore b/spkDiarization/ndx/.gitignore new file mode 100644 index 0000000..e69de29 diff --git a/spkDiarization/rttmTmp/.gitignore b/spkDiarization/rttmTmp/.gitignore new file mode 100644 index 0000000..e69de29 diff --git a/spkDiarization/score/global/.gitignore b/spkDiarization/score/global/.gitignore new file mode 100644 index 0000000..9f78fba --- /dev/null +++ b/spkDiarization/score/global/.gitignore @@ -0,0 +1 @@ +*.nistres diff --git a/spkDiarization/score/local/.gitignore b/spkDiarization/score/local/.gitignore new file mode 100644 index 0000000..9f78fba --- /dev/null +++ b/spkDiarization/score/local/.gitignore @@ -0,0 +1 @@ +*.nistres diff --git a/spkDiarization/scripts/SpkMoulinette.pl b/spkDiarization/scripts/SpkMoulinette.pl new file mode 100755 index 0000000..f9395dd --- /dev/null +++ b/spkDiarization/scripts/SpkMoulinette.pl @@ -0,0 +1,73 @@ +#!/usr/bin/perl + +# Perl program to convert .lbl file into .rttm ones +# +# Author: Xavier Bost +# email: xavier.bost@univ-avignon.fr +# +# Synopsis: +# +# Source file: (arg1).lbl +# +# Retained informations are written in: +# (arg2).rttm + +use strict; + +my $line; # current source file line +my @fields; # current line fields +my $file_in; +my $file_out; +my $speaker; +my %start = (); +my %end = (); +my $base_name; +my $i; +my $dur; + +my $nArgs = scalar(@ARGV); # command line arguments number + +# die out if improper number of arguments +($nArgs == 2) + or + die "Error: two arguments expected (input file, output file).\n"; + +$file_in = shift(@ARGV); +$file_out = shift(@ARGV); + +if ($file_in =~ /.*\/(.+)\.lbl/) { + $base_name = $1; +} + +open(IN, $file_in); + +# parsing input file +while ($line = ) { + chomp($line); + + @fields = split(/\ /, $line); + + $speaker = $fields[2]; + $start{$speaker}{$i} = $fields[0]; + $end{$speaker}{$i} = $fields[1]; + + $i++; +} + +close(IN); + +open(OUT, "> $file_out"); + +# writing out data +for $speaker (sort keys %start) { + print OUT "SPKR-INFO ".$base_name." 1 unknown ".$speaker." \n"; +} + +foreach $speaker (sort keys %start) { + foreach $i (sort {$start{$speaker}{$a}<=>$start{$speaker}{$b}} keys %{$start{$speaker}}) { + $dur = $end{$speaker}{$i} - $start{$speaker}{$i}; + printf OUT ("SPEAKER %s 1 %.2f %.2f %s \n", $base_name, $start{$speaker}{$i}, $dur, $speaker); + } +} + +close(OUT); diff --git a/spkDiarization/scripts/gen_UBM_list.pl b/spkDiarization/scripts/gen_UBM_list.pl new file mode 100755 index 0000000..4001049 --- /dev/null +++ b/spkDiarization/scripts/gen_UBM_list.pl @@ -0,0 +1,92 @@ +#!/usr/bin/perl + +# Perl program to generate data/data.lst and lst/UBM.lst +# using all speech segments in spkDiarization/data/sph/ +# +# Author: Xavier Bost +# email: xavier.bost@univ-avignon.fr +# +# Synopsis: +# +# Source files: spkDiarization/data/sph/*.sph +# +# Retained informations are written in: +# spkDiarization/gmm/world.gmm + +use strict; +use List::Util qw(min max); + +my $line; # current line +my $dir; # directory containing label files +my $file; # current file +my $episode; # episode name +my $base_name; # file base name +my $start; # current segment beginning +my $end; # current segment end +my $maxEnd; +my $minStart; +my %starts = (); # segments beginning +my %ends = (); # segments end +my %index = (); +my $output; + +$dir = "spkDiarization/data/sph/"; +opendir(REP, $dir); +my @files = grep /.+_\d+_\d+\.sph/, readdir REP; +closedir(REP); + +# looping over files, i.e. speech segments +foreach $file (sort @files) { + + if ($file =~ /(.+)_(\d+)_(\d+)\.sph$/) { + $episode = $1; + $start = $2; + $end = $3; + } + + $ends{$episode}{$start}{$end} = 1; + $starts{$episode}{$end}{$start} = 1; + $index{$episode}{$start}{$end} = 1; +} + +# reducing segments with multiple ends +foreach $episode (sort keys %ends) { + foreach $start (sort {$a<=>$b} keys %{$ends{$episode}}) { + $maxEnd = max(keys %{$ends{$episode}{$start}}); + foreach $end (sort {$a<=>$b} keys %{$ends{$episode}{$start}}) { + if ($end != $maxEnd) { + delete $index{$episode}{$start}{$end}; + delete $starts{$episode}{$start}{$end}; + } + } + } +} + +# reducing segments with multiple starts +foreach $episode (sort keys %starts) { + foreach $end (sort {$a<=>$b} keys %{$starts{$episode}}) { + $minStart = min(keys %{$starts{$episode}{$end}}); + foreach $start (sort {$a<=>$b} keys %{$starts{$episode}{$end}}) { + if ($start != $minStart) { + delete $index{$episode}{$start}{$end}; + } + } + } +} + +# writing out lists of speech segments +open(OUT1, "> spkDiarization/data/data.lst"); +open(OUT2, "> spkDiarization/lst/UBM.lst"); + +foreach $episode (sort keys %index) { + foreach $start (sort {$a<=>$b} keys %{$index{$episode}}) { + foreach $end (sort {$a<=>$b} keys %{$index{$episode}{$start}}) { + $output = $episode."_".$start."_".$end."\n"; + print OUT1 $output; + print OUT2 $output; + } + } +} + +close(OUT2); +close(OUT1); diff --git a/spkDiarization/scripts/gen_UBM_list.pl~ b/spkDiarization/scripts/gen_UBM_list.pl~ new file mode 100755 index 0000000..d0e43ab --- /dev/null +++ b/spkDiarization/scripts/gen_UBM_list.pl~ @@ -0,0 +1,59 @@ +#!/usr/bin/perl + +# Perl program to train Universal Background Model +# using all speech segments in spkDiarization/data/sph/ +# +# Author: Xavier Bost +# email: xavier.bost@univ-avignon.fr +# +# Synopsis: +# +# Source files: spkDiarization/data/sph/*.sph +# +# Retained informations are written in: +# spkDiarization/gmm/world.gmm + +use strict; +use List::Util qw(min max); + +my $line; # current line +my $dir; # directory containing label files +my $file; # current file +my $episode; # episode name +my $base_name; # file base name +my $start; # current segment beginning +my $end; # current segment end +my %starts = (); # segments beginning +my %ends = (); # segments end +my %index = (); + +$dir = "spkDiarization/data/sph/"; +opendir(REP, $dir); +my @files = grep /.+_\d+_\d+\.sph/, readdir REP; +closedir(REP); + +# looping over files, i.e. speech segments +foreach $file (sort @files) { + + if ($file =~ /(.+)_(\d+)_(\d+)\.sph$/) { + $episode = $1; + $start = $2; + $end = $3; + } + + $ends{$episode}{$start}{$end} = 1; + $starts{$episode}{$end}{$start} = 1; +} + +foreach $episode (sort keys %ends) { + foreach $start (sort {$a<=>$b} keys %{$ends{$episode}}) { + $end = max(keys %{$ends{$episode}{$start}}), "\n"; + $index{$episode}{$start}{$end} = 1; + } +} + +foreach $episode (sort keys %starts) { + foreach $end (sort {$a<=>$b} keys %{$starts{$episode}}) { + $start = min(keys %{$starts{$episode}{$end}}), "\n"; + } +} diff --git a/spkDiarization/scripts/gen_X_Mat.pl b/spkDiarization/scripts/gen_X_Mat.pl new file mode 100755 index 0000000..f9cda69 --- /dev/null +++ b/spkDiarization/scripts/gen_X_Mat.pl @@ -0,0 +1,42 @@ +#!/usr/bin/perl + +# Perl program to gather i-vectors written +# out in .y files into a single X matrix +# +# Author: Xavier Bost +# email: xavier.bost@univ-avignon.fr +# +# Synopsis: +# +# Source file: spkDiarization/data/data.lst +# +# Retained informations are written in: +# spkDiarization/iv/X.dat +# + +use strict; + +my $line; # current source file line +my $file_in; # file containing i-vector +my $i_vec; # i-vector + +open(IN1, "spkDiarization/data/data.lst"); +open(OUT, "> spkDiarization/iv/X.dat"); + +# parsing input file +while ($line = ) { + chomp($line); + + $file_in = "spkDiarization/iv/raw/$line.y"; + + open(IN2, $file_in); + $i_vec = ; + $i_vec = ; + + print OUT "$i_vec"; + + close(IN2); +} + +close(OUT); +close(IN1); diff --git a/spkDiarization/scripts/md-eval-v21.pl b/spkDiarization/scripts/md-eval-v21.pl new file mode 100755 index 0000000..2d687df --- /dev/null +++ b/spkDiarization/scripts/md-eval-v21.pl @@ -0,0 +1,2878 @@ +#!/usr/bin/perl -w +use strict; + +################################# +# History: +# +# version 21: * JGF: added a flag '-n' to not remove the directory paths from the source +# files in the UEM file. +# +# version 20: * change metadata discard rule: rather than discard if the midpoint +# (or endpoint) of the metadata object lies in a no-eval zone, discard +# if there is ANY overlap whatsoever between the metadata object and +# a no-eval zone. This holds for system output objects only if the +# system output metadata object is not mapped to a ref object. +# * optimize IP and SU mapping by giving a secondary bonus mapping score +# to candidate ref-sys MD map pairs if the end-words of both coincide. +# +# version 19: * bug fix in subroutine speakers_match +# * bug fix in tag_ref_words_with_metadata_info +# +# version 18: * cosmetic fix to error message in eval_condition +# * added conditional output options for word coverage performance +# * added secondary MD word coverage optimization to word alignment +# * further optimize word alignment by considering MD subtypes +# * further optimize MD alignment by considering MD subtypes +# * add a new SU discard rule: discard if TEND in no-eval zone +# * enforce legal values for su_extent_limit +# +# version 17: create_speaker_segs modified to accommodate the same speaker +# having multiple overlapping speaker segments. (This is an +# error and pathological condition, but the system must either +# disallow (abort on) the condition, or perform properly under +# the pathological condition. The second option is chosen.) +# +# version 16: * If neither -w nor -W is specified, suppress warnings about +# ref SPEAKER records subsuming no lexemes. +# * Output the overall speaker diarization stats after the +# stats for the individual files +# * Do not alter the case of alphabetic characters in the filename +# field from the ref rttm file +# * Made the format of the overall speaker error line more similar to +# the corresponding line of output from SpkrSegEval, to facilitate +# use of existing "grep" commands in existing scripts. +# +# version 15: * bug fix in create_speaker_segs to accommodate +# contiguous same-speaker segments +# * added conditional file/channel scoring to +# speaker diarization evaluation +# +# version 14: bug fix in md_score +# +# version 13: add DISCOURSE_RESPONSE as a FILLER subtype +# +# version 12: make REF LEXEMES optional if they aren't required +# +# version 11: change default for noscore MD regions +# +# version 10: bug fix +# +# version 09: +# * avoid crash when metadata discard yields no metadata +# * make evaluated ref_wds sensitive to metadata type +# * defer discarding of system output metadata until after +# metadata mapping, then discard only unmapped events. +# * extend 1-speaker scoring inhibition to metadata +# * eliminate demand for SPKR-INFO subtype for speakers +# * correct ref count of IP and SU exact boundary words +# * add official RT-04F scores +# * add conditional analyses for file/chnl/spkr/gender +# +# version 08: +# * bug fixes speaker diarization scoring +# - count of EVAL_WORDS corrected +# - no-score extended to nearest SPEAKER boundary +# +# version 07: +# * warning issued when discarding metadata events +# that cover LEXEMEs in the evaluation region +# +# version 06: +# * eliminated unused speakers from speaker scoring +# * changed discard algorithm for unannotated SU's and +# complex EDIT's to discard sys SU's and EDIT's when +# their midpoints overlap (rather than ANY overlap). +# * fixed display_metadata_mapping +# +# version 05: +# * upgraded display_metadata_mapping +# +# version 04: +# * diagnostic metadata mapping output added +# * uem_from_rttm bug fix +# +# version 03: +# * adjusted times used for speaker diarization +# * changed usage of max_extend to agree with cookbook +# +# version 02: speaker diarization evaluation added +# +# version 01: a merged version of df-eval-v14 and su-eval-v16 +# +################################# + +#global data +my $epsilon = 1E-8; +my $miss_name = " MISS"; +my $fa_name = " FALSE ALARM"; +my %rttm_datatypes = (SEGMENT => {eval => 1, "" => 1}, + NOSCORE => {"" => 1}, + NO_RT_METADATA => {"" => 1}, + LEXEME => {lex => 1, fp => 1, frag => 1, "un-lex" => 1, + "for-lex" => 1, alpha => 1, acronym => 1, + interjection => 1, propernoun => 1, other => 1}, + "NON-LEX" => {laugh => 1, breath => 1, lipsmack => 1, + cough => 1, sneeze => 1, other => 1}, + "NON-SPEECH" => {noise => 1, music => 1, other => 1}, + FILLER => {filled_pause => 1, discourse_marker => 1, + discourse_response => 1, explicit_editing_term => 1, + other => 1}, + EDIT => {repetition => 1, restart => 1, revision => 1, + simple => 1, complex => 1, other => 1}, + IP => {edit => 1, filler => 1, "edit&filler" => 1, + other => 1}, + SU => {statement => 1, backchannel => 1, question => 1, + incomplete => 1, unannotated => 1, other => 1}, + CB => {coordinating => 1, clausal => 1, other => 1}, + "A/P" => {"" => 1}, + SPEAKER => {"" => 1}, + "SPKR-INFO" => {adult_male => 1, adult_female => 1, child => 1, unknown => 1}); +my %md_subtypes = (FILLER => $rttm_datatypes{FILLER}, + EDIT => $rttm_datatypes{EDIT}, + IP => $rttm_datatypes{IP}, + SU => $rttm_datatypes{SU}); +my %spkr_subtypes = (adult_male => 1, adult_female => 1, child => 1, unknown => 1); + +my $noeval_mds = { + DEFAULT => { + NOSCORE => {"" => 1}, + NO_RT_METADATA => {"" => 1}, + }, +}; +my $noscore_mds = { + DEFAULT => { + NOSCORE => {"" => 1}, + LEXEME => {"un-lex" => 1}, + SU => {unannotated => 1}, + }, + MIN => { + NOSCORE => {"" => 1}, + SU => {unannotated => 1}, + }, + FRAG_UNLEX => { + NOSCORE => {"" => 1}, + LEXEME => {frag => 1, "un-lex" => 1}, + SU => {unannotated => 1}, + }, + FRAG => { + NOSCORE => {"" => 1}, + LEXEME => {frag => 1}, + SU => {unannotated => 1}, + }, + NONE => { + }, +}; +my $noeval_sds = { + DEFAULT => { + NOSCORE => {"" => 1}, + }, +}; +my $noscore_sds = { + DEFAULT => { + NOSCORE => {"" => 1}, + "NON-LEX" => {laugh => 1, breath => 1, lipsmack => 1, + cough => 1, sneeze => 1, other => 1}, + }, +}; + +my %speaker_map; + +my $default_extend = 0.50; #the maximum time (in seconds) to extend a no-score zone +my $default_collar = 0.00; #the no-score collar (in +/- seconds) to attach to SPEAKER boundaries +my $default_tgap = 1.00; #the max gap (in seconds) between matching ref/sys words +my $default_Tgap = 1.00; #the max gap (in seconds) between matching ref/sys metadata events +my $default_Wgap = 0.10; #the max gap (in words) between matching ref/sys metadata events +my $default_su_time_limit = 0.50; #the max extent (in seconds) to match for SU's +my $default_su_word_limit = 2.00; #the max extent (in words) to match for SU's +my $default_word_delta_score = 10.0; #the max delta score for word-based DP alignment of ref/sys words +my $default_time_delta_score = 1.00; #the max delta score for time-based DP alignment of ref/sys words + +my $usage = "\n\nUsage: $0 [-h] -r -s \n\n". + "Description: md-eval evaluates EARS metadata detection performance\n". + " by comparing system metadata output data with reference data\n". + "INPUT:\n". + " -R A file containing a list of the reference metadata files\n". + " being evaluated, in RTTM format. If the word-mediated alignment\n". + " option is used then this data must include reference STT data\n". + " in addition to the metadata being evaluated.\n". + " OR\n". + " -r A file containing reference metadata, in RTTM format\n\n". + " -S A file containing a list of the system output metadata\n". + " files to be evaluated, in RTTM format. If the word-mediated\n". + " alignment option is used then this data must include system STT\n". + " output data in addition to the metadata to be evaluated.\n". + " OR\n". + " -s A file containin system output metadata, in RTTM format\n\n". + " input options:\n". + " -x to include complex edits in the analysis and scoring.\n". + " -w for word-mediated alignment.\n". + " * The default (time-mediated) alignment aligns ref and sys metadata\n". + " according to the time overlap of the original ref and sys metadata\n". + " time intervals.\n". + " * Word-mediated alignment aligns ref and sys metadata according to\n". + " the alignment of the words that are subsumed within the metadata\n". + " time intervals.\n". + " -W for word-optimized mapping.\n". + " * The default (time-optimized) mapping maps ref and sys metadata\n". + " so as to maximize the time overlap of mapped metadata events.\n". + " * Word-optimized mapping maps ref and sys metadata so as to\n". + " maximize the overlap in terms of the number of reference words\n". + " that are subsumed within the overlapping time interval.\n". + " -a Conditional analysis options for metadata detection performance:\n". + " c for performance versus channel,\n". + " f for performance versus file,\n". + " g for performance versus gender, and\n". + " s for performance versus speaker.\n". + " -A Conditional analysis options for word coverage performance:\n". + " c for performance versus channel,\n". + " f for performance versus file,\n". + " -t

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i++) { + + // index of current speaker utterances in X matrix + umat idx = find(spkRows.row(i)); + + // number of current speaker utterances + int nUtt(idx.n_rows); + + // submatrix of vectorized speaker utterances + mat S = X.rows(idx); + + // speaker covariance matrix + mat C = zeros(n, n); + + // mean vector of speaker utterance vectors + mat mu = mean(S); + + // looping over speaker utterances + for (int j(0); j < nUtt; j++) { + mat dev = S.row(j) - mu; + C += dev.t() * dev; + } + + // updating W + W += C; + } + + // normalizing W + W /= m; + + // writing out W + W.save("./ivecs/W.dat", raw_ascii); + + return 0; +} diff --git a/spkDiarization/bin/sfbcep b/spkDiarization/bin/sfbcep new file mode 100755 index 0000000000000000000000000000000000000000..95add5e2eed2ffd68a125c06c29f4b57f81edfb8 GIT binary patch literal 333244 zcmbrn4SW>U)dxJA?CPq-Sv1jTQ6jE3LBvEsvz4@2vVmEjIOrm|>=l#8- zo0)s=x#ymH?z!ild+wd#&hp5F43|r>uMFkK3R5-1N(D&%Rg?u!x<#6QN|j>8i@!fq 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