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egs/yomdle_zh/v1/local/gedi2csv.py
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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= col= row= width= height= Language= Quality= Overlay= Script= Type= Text_Content=> </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 writePath = os.path.join(writePath,'') 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','text_type'] conf=100 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 each group of coordinates """ for i in coords: [id,x,y,w,h,degrees,text,qual,script,text_type] = i contour = np.array([(x,y),(x+w,y),(x+w,y+h),(x,y+h)]) """ First rotate around upper left corner based on orientationD keyword """ M, rot = Rotate2D(contour, np.array([x,y]), degrees*pi/180) rot = np.int0(rot) # rot is the 8 points rotated by degrees # pgrot is the rotation after extraction, so save # save rotated points to list or array rot = np.reshape(rot,(-1,1)).T c1,r1,c2,r2,c3,r3,c4,r4 = npbox2string(rot) text = text.replace(u'\ufeff','') bbrot = degrees rotlist.append([id,baseName + '_' + id + '.png',c1,r1,c2,r2,c3,r3,c4,r4,conf,text,pgrot,bbrot,qual,script,text_type]) # if there are polygons, first save the text for j in polys: arr = [] [id,poly_val,text,qual,script,text_type] = j for i in poly_val: arr.append(eval(i)) contour = np.asarray(arr) 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,text_type]) # 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 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 """ Get all XML files in the directory and sub folders """ 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 """ read the XML file """ tree = ET.parse(fullName) gedi_root = tree.getroot() child = gedi_root.findall('gedi:DL_DOCUMENT',namespaces)[0] totalpages = int(child.attrib['NrOfPages']) coordinates=[] polygons = [] if args.ftype == 'boxed': fileTypeStr = 'col' elif args.ftype == 'transcribed': fileTypeStr = 'Text_Content' else: print('Filetype must be either boxed or transcribed!') logger.info('Filetype must be either boxed or transcribed!') sys.exit(-1) if args.quality == 'both': qualset = {'Regular','Low-Quality'} elif args.quality == 'low': qualset = {'Low-Quality'} elif args.quality == 'regular': qualset = {'Regular'} else: print('Quality must be both, low or regular!') logger.info('Quality must be both, low or regular!') sys.exit(-1) """ 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' and zone.attrib['Type'] in \ ('Machine_Print','Confusable_Allograph','Handwriting') and zone.attrib['Quality'] in qualset: if zone.get('polygon'): keyCnt+=1 polygons.append([zone.attrib['id'],zone.get('polygon').split(';'), zone.get('Text_Content'),zone.get('Quality'),zone.get('Script'),zone.get('Type')]) elif zone.get(fileTypeStr) != None: keyCnt+=1 coord = [zone.attrib['id'],int(zone.attrib['col']),int(zone.attrib['row']), int(zone.attrib['width']), int(zone.attrib['height']), float(zone.get('orientationD',0.0)), zone.get('Text_Content'),zone.get('Quality'),zone.get('Script'),zone.get('Type')] coordinates.append(coord) 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 applicable content' % (baseName[0])) print('complete...total files %d, lines written %d' % (fileCnt, line_write_ctr)) def parse_arguments(argv): """ Args and defaults """ parser = argparse.ArgumentParser() parser.add_argument('--inputDir', type=str, help='Input directory', required=True) parser.add_argument('--outputDir', type=str, help='Output directory', required=True) parser.add_argument('--ftype', type=str, help='GEDI file type (either "boxed" or "transcribed")', default='transcribed') parser.add_argument('--quality', type=str, help='GEDI file quality (either "both" or "low" or "regular")', default='regular') parser.add_argument('--log', type=str, help='Log directory', default='./GEDI2CSV_enriched.log') return parser.parse_args(argv) if __name__ == '__main__': """ Run """ main(parse_arguments(sys.argv[1:])) |