from pathlib import Path import json from ImgLabels import ImgLabels #from collections import namedtuple class Checker: def __init__(self, rootJsons): self.root = rootJsons pathJSons = Path(rootJsons).rglob('*.json') self.data = [] for path in pathJSons: print('Loading ', path) with open(path, 'r') as read_file: self.data.append(json.load(read_file)) #return a dictionary with images and annotations, list of images without annotations, list of annotations without images def check(self,rootImages): #Labels = namedtuple('Labels', ['polygons', 'spots']) dictImgId = {} dictImgsLabels = {} allPaths = [] inexistentFiles = [] if self.root[-1] != '/': self.root += '/' for dict in self.data: pathImgs = Path(rootImages).rglob('*.jpg') for path in pathImgs: new_path = str(path).replace(self.root, '') allPaths.append(new_path) # str = path.as_posix() # allPaths.append(str[lenRoot:]) allPaths = list(set(allPaths)) print(len(allPaths), 'images found in the entire dataset') for js in self.data: print(len(js['images']), 'images in', js['images'][0]['subset']) for imgData in js['images']: imgPath = imgData['file_name'] # try:q # print(imgPath) # print(imgData in allPaths) allPaths.remove(imgPath) coords = imgData ['annotationsRectangle'] dictImgId[imgData['id']] = (imgPath, (coords[0], coords[1]), (coords[0]+coords[2], coords[1]+coords[3])) # except ValueError: # inexistentFiles.append(imgPath) #Reading masks for mask in js['annotations']: imgId = mask['image_id'] # try: path = (dictImgId[imgId])[0] if path in dictImgsLabels: dictImgsLabels[path].masks.append(mask['segmentation']) else: dictImgsLabels[path] = ImgLabels(masks = [mask['segmentation']], occupiedRRs = [], emptyRRs = [], unknownRRs = [], annotationsRectangleP1 = (dictImgId[imgId])[1], annotationsRectangleP2 = (dictImgId[imgId])[2]) # except: # print(f'Critical: image {imgId} have annotations, but does not reference an image! Id {mask["id"]}') #Reading parking spots for ps in js['parkingSpots']: imgId = ps['image_id'] # try: path = (dictImgId[imgId])[0] rr = ps['rotatedRect'] if ps['status_id'] == 1:#empty dictImgsLabels[path].emptyRRs.append(rr) else: if ps['status_id'] == 2:#occupied dictImgsLabels[path].occupiedRRs.append(rr) else:#unknown labels dictImgsLabels[path].unknownRRs.append(rr) # except: # print('Critical: Id ', imgId, ' have annotations, but does not reference an image!') return dictImgsLabels, allPaths, inexistentFiles