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egs/yomdle_fa/v1/local/yomdle2csv.py 7.28 KB
8dcb6dfcb   Yannick Estève   first commit
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  #!/usr/bin/env python3
  
  """
  GEDI2CSV
  Convert GEDI-type bounding boxes to CSV format
  
  GEDI Format Example:
  <GEDI xmlns= GEDI_version= GEDI_date=>
      <USER name= date= dateFormat="mm/dd/yyyy hh:mm"> </USER>
      <DL_DOCUMENT src= NrOfPages= docTag=>
          <DL_PAGE gedi_type= src= pageID= width= height=>
              <DL_ZONE gedi_type= id=  Illegible= polygon=  Language= Text_Content= text_raw=> </DL_ZONE>
          </DL_PAGE>
      </DL_DOCUMENT>
  </GEDI>
  
  CSV Format Example
  ID,name,col1,row1,col2,row2,col3,row3,col4,row4,confidence,truth,pgrot,bbrot,qual,script,lang
  0,chinese_scanned_books_0001_0.png,99,41,99,14,754,14,754,41,100,凡我的邻人说是好的,有一大部分在我灵魂中却,0,0.0,0,,zh-cn
  """
  
  import logging
  import os
  import sys
  import time
  import glob
  import csv
  import imghdr
  from PIL import Image
  import argparse
  import pdb
  import cv2
  import numpy as np
  import xml.etree.ElementTree as ET
  
  sin = np.sin
  cos = np.cos
  pi = np.pi
  
  def Rotate2D(pts, cnt, ang=90):
      M = np.array([[cos(ang),-sin(ang)],[sin(ang),cos(ang)]])
      res = np.dot(pts-cnt,M)+cnt
      return M, res
  
  def npbox2string(npar):
      if np.shape(npar)[0] != 1:
          print('Error during CSV conversion
  ')
      c1,r1 = npar[0][0],npar[0][1]
      c2,r2 = npar[0][2],npar[0][3]
      c3,r3 = npar[0][4],npar[0][5]
      c4,r4 = npar[0][6],npar[0][7]
  
      return c1,r1,c2,r2,c3,r3,c4,r4
  
  # cv2.minAreaRect() returns a Box2D structure which contains following detals - ( center (x,y), (width, height), angle of rotation )
  # Get 4 corners of the rectangle using cv2.boxPoints()
  
  class GEDI2CSV(object):
  
      """ Initialize the extractor"""
      def __init__(self, logger, args):
          self._logger = logger
          self._args = args
  
      """
      Segment image with GEDI bounding box information
      """
      def csvfile(self, coords, polys, baseName, pgrot):
  
          """ for writing the files """
          writePath = self._args.outputDir
          if os.path.isdir(writePath) != True:
              os.makedirs(writePath)
  
          rotlist = []
  
          header=['ID','name','col1','row1','col2','row2','col3','row3','col4','row4','confidence','truth','pgrot','bbrot','qual','script','lang']
          conf=100
          pgrot = 0
          bbrot = 0
          qual = 0
          script = ''
  
          write_ctr = 0
          if len(coords) == 0 and len(polys) == 0:
              self._logger.info('Found %s with no text content',(baseName))
              print('...Found %s with no text content' % (baseName))
              return
  
          strPos = writePath + baseName
  
          for j in polys:
              try:
                  arr = []
                  [id,poly_val,text,qual,lang] = j
                  script=None
                  #print(j)
                  for i in poly_val:
                      if len(i.strip()) > 0:
                          #print(i)
                          arr.append(eval(i))
  
                  contour = np.asarray(arr)
                  #print(contour)
                  convex = cv2.convexHull(contour)
                  rect = cv2.minAreaRect(convex)
                  box = cv2.boxPoints(rect)
                  box = np.int0(box)
                  box = np.reshape(box,(-1,1)).T
                  c1,r1,c2,r2,c3,r3,c4,r4 = npbox2string(box)
  
                  bbrot = 0.0
  
                  rotlist.append([id,baseName + '_' + id + '.png',c1,r1,c2,r2,c3,r3,c4,r4,conf,text,pgrot,bbrot,qual,script,lang])
  
              except:
                  print('...polygon error %s, %s' % (j, baseName))
                  continue
  
          # then write out all of list to file
          with open(strPos + ".csv", "w", encoding="utf-8") as f:
              writer = csv.writer(f)
              writer.writerow(header)
              for row in rotlist:
                  writer.writerow(row)
                  write_ctr += 1
  
          return write_ctr
  
  
  def main(args):
  
      startTime = time.clock()
  
      writePath = args.outputDir
      print('write to %s' % (writePath))
      if os.path.isdir(writePath) != True:
          os.makedirs(writePath)
  
      """ Setup logging """
      logger = logging.getLogger(__name__)
      logger.setLevel(logging.INFO)
      if args.log:
          handler = logging.FileHandler(args.log)
          handler.setLevel(logging.INFO)
          formatter = logging.Formatter('%(asctime)s - %(name)s - %(levelname)s - %(message)s')
          handler.setFormatter(formatter)
          logger.addHandler(handler)
  
      gtconverter = GEDI2CSV(logger, args)
      namespaces = {"gedi" : "http://lamp.cfar.umd.edu/media/projects/GEDI/"}
      keyCnt=0
  
      fileCnt = 0
      line_write_ctr = 0
      line_error_ctr = 0
      file_error_ctr = 0
      """
      Get all XML files in the directory and sub folders
      """
      print('reading %s' % (args.inputDir))
      for root, dirnames, filenames in os.walk(args.inputDir, followlinks=True):
          for file in filenames:
              if file.lower().endswith('.xml'):
                  fullName = os.path.join(root,file)
                  baseName = os.path.splitext(fullName)
  
                  fileCnt += 1
  
                  try:
                      """ read the XML file """
                      tree = ET.parse(fullName)
                  except:
                      print('...ERROR parsing %s' % (fullName))
                      file_error_ctr += 1
                      continue
  
                  gedi_root = tree.getroot()
                  child = gedi_root.findall('gedi:DL_DOCUMENT',namespaces)[0]
                  totalpages = int(child.attrib['NrOfPages'])
                  coordinates=[]
                  polygons = []
  
                  """ and for each page """
                  for i, pgs in enumerate(child.iterfind('gedi:DL_PAGE',namespaces)):
  
                      if 'GEDI_orientation' not in pgs.attrib:
                          pageRot=0
                      else:
                          pageRot = int(pgs.attrib['GEDI_orientation'])
                          logger.info(' PAGE ROTATION %s, %s' % (fullName, str(pageRot)))
  
                      """ find children for each page """
                      for zone in pgs.findall('gedi:DL_ZONE',namespaces):
  
                          if zone.attrib['gedi_type']=='Text' :
                              if zone.get('polygon'):
                                  keyCnt+=1
                                  polygons.append([zone.attrib['id'],zone.get('polygon').split(';'),
                                                   zone.get('Text_Content'),zone.get('Illegible'),zone.get('Language')])
                              else:
                                  print('...Not polygon')
  
  
                  if len(coordinates) > 0 or len(polygons) > 0:
                      line_write_ctr += gtconverter.csvfile(coordinates, polygons, os.path.splitext(file)[0], pageRot)
                  else:
                      print('...%s has no text content' % (baseName[0]))
  
  
      print('complete...total files %d, lines written %d, img errors %d, line error %d' % (fileCnt, line_write_ctr, file_error_ctr, line_error_ctr))
  
  
  def parse_arguments(argv):
      """ Args and defaults """
      parser = argparse.ArgumentParser()
  
      parser.add_argument('--inputDir', type=str, help='Input directory', default='/data/YOMDLE/final_arabic/xml')
      parser.add_argument('--outputDir', type=str, help='Output directory', default='/exp/YOMDLE/final_arabic/csv_truth/')
      parser.add_argument('--log', type=str, help='Log directory', default='/exp/logs.txt')
  
      return parser.parse_args(argv)
  
  
  if __name__ == '__main__':
      """ Run """
      main(parse_arguments(sys.argv[1:]))