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egs/yomdle_tamil/v1/local/yomdle/yomdle2csv.py
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#!/usr/bin/env python3 ''' GEDI2CSV Convert GEDI-type bounding boxes to CSV format ''' 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)) ''' Args and defaults ''' def parse_arguments(argv): 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/YOMDL/final_arabic/csv_truth/') parser.add_argument('--log', type=str, help='Log directory', default='/exp/logs.txt') return parser.parse_args(argv) ''' Run ''' if __name__ == '__main__': main(parse_arguments(sys.argv[1:])) |