# Copyright (c) 2016 Tzutalin # Create by TzuTaLin try: from PyQt5.QtGui import QImage except ImportError: from PyQt4.QtGui import QImage from base64 import b64encode, b64decode from libs.pascal_voc_io import PascalVocWriter from libs.yolo_io import YOLOWriter from libs.pascal_voc_io import XML_EXT from enum import Enum import os.path import sys class LabelFileFormat(Enum): PASCAL_VOC= 1 YOLO = 2 class LabelFileError(Exception): pass class LabelFile(object): # It might be changed as window creates. By default, using XML ext # suffix = '.lif' suffix = XML_EXT def __init__(self, filename=None): self.shapes = () self.imagePath = None self.imageData = None self.verified = False def savePascalVocFormat(self, filename, shapes, imagePath, imageData, lineColor=None, fillColor=None, databaseSrc=None): imgFolderPath = os.path.dirname(imagePath) imgFolderName = os.path.split(imgFolderPath)[-1] imgFileName = os.path.basename(imagePath) #imgFileNameWithoutExt = os.path.splitext(imgFileName)[0] # Read from file path because self.imageData might be empty if saving to # Pascal format image = QImage() image.load(imagePath) imageShape = [image.height(), image.width(), 1 if image.isGrayscale() else 3] writer = PascalVocWriter(imgFolderName, imgFileName, imageShape, localImgPath=imagePath) writer.verified = self.verified for shape in shapes: points = shape['points'] label = shape['label'] # Add Chris difficult = int(shape['difficult']) bndbox = LabelFile.convertPoints2BndBox(points) writer.addBndBox(bndbox[0], bndbox[1], bndbox[2], bndbox[3], label, difficult) writer.save(targetFile=filename) return def saveYoloFormat(self, filename, shapes, imagePath, imageData, classList, lineColor=None, fillColor=None, databaseSrc=None): imgFolderPath = os.path.dirname(imagePath) imgFolderName = os.path.split(imgFolderPath)[-1] imgFileName = os.path.basename(imagePath) #imgFileNameWithoutExt = os.path.splitext(imgFileName)[0] # Read from file path because self.imageData might be empty if saving to # Pascal format image = QImage() image.load(imagePath) imageShape = [image.height(), image.width(), 1 if image.isGrayscale() else 3] writer = YOLOWriter(imgFolderName, imgFileName, imageShape, localImgPath=imagePath) writer.verified = self.verified for shape in shapes: points = shape['points'] label = shape['label'] # Add Chris difficult = int(shape['difficult']) bndbox = LabelFile.convertPoints2BndBox(points) writer.addBndBox(bndbox[0], bndbox[1], bndbox[2], bndbox[3], label, difficult) writer.save(targetFile=filename, classList=classList) return def toggleVerify(self): self.verified = not self.verified ''' ttf is disable def load(self, filename): import json with open(filename, 'rb') as f: data = json.load(f) imagePath = data['imagePath'] imageData = b64decode(data['imageData']) lineColor = data['lineColor'] fillColor = data['fillColor'] shapes = ((s['label'], s['points'], s['line_color'], s['fill_color'])\ for s in data['shapes']) # Only replace data after everything is loaded. self.shapes = shapes self.imagePath = imagePath self.imageData = imageData self.lineColor = lineColor self.fillColor = fillColor def save(self, filename, shapes, imagePath, imageData, lineColor=None, fillColor=None): import json with open(filename, 'wb') as f: json.dump(dict( shapes=shapes, lineColor=lineColor, fillColor=fillColor, imagePath=imagePath, imageData=b64encode(imageData)), f, ensure_ascii=True, indent=2) ''' @staticmethod def isLabelFile(filename): fileSuffix = os.path.splitext(filename)[1].lower() return fileSuffix == LabelFile.suffix @staticmethod def convertPoints2BndBox(points): xmin = float('inf') ymin = float('inf') xmax = float('-inf') ymax = float('-inf') for p in points: x = p[0] y = p[1] xmin = min(x, xmin) ymin = min(y, ymin) xmax = max(x, xmax) ymax = max(y, ymax) # Martin Kersner, 2015/11/12 # 0-valued coordinates of BB caused an error while # training faster-rcnn object detector. if xmin < 1: xmin = 1 if ymin < 1: ymin = 1 return (int(xmin), int(ymin), int(xmax), int(ymax))