import json import os.path import numpy import cv2 import sys from pascal_voc_io import PascalVocWriter from base64 import b64encode, b64decode class LabelFileError(Exception): pass class LabelFile(object): # It might be changed as window creates suffix = '.lif' def __init__(self, filename=None): self.shapes = () self.imagePath = None self.imageData = None if filename is not None: self.load(filename) def load(self, filename): try: 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 except Exception, e: raise LabelFileError(e) def save(self, filename, shapes, imagePath, imageData, lineColor=None, fillColor=None): try: 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) except Exception, e: raise LabelFileError(e) 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] img = cv2.imread(imagePath) imageShape = img.shape writer = PascalVocWriter(imgFolderName, imgFileNameWithoutExt,\ imageShape, localImgPath=imagePath) bSave = False for shape in shapes: points = shape['points'] label = shape['label'] bndbox = LabelFile.convertPoints2BndBox(points) writer.addBndBox(bndbox[0], bndbox[1], bndbox[2], bndbox[3], label) bSave = True if bSave: writer.save(targetFile = filename) return @staticmethod def isLabelFile(filename): fileSuffix = os.path.splitext(filename)[1].lower() return fileSuffix == LabelFile.suffix @staticmethod def convertPoints2BndBox(points): xmin = sys.maxint ymin = sys.maxint xmax = -sys.maxint ymax = -sys.maxint 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))