# Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. import os import glob from . import fd_logging as logging #import fd_logging as logging class Cityscapes(object): """ Cityscapes dataset `https://www.cityscapes-dataset.com/`. The folder structure is as follow: cityscapes | |--leftImg8bit | |--train | |--val | |--test | |--gtFine | |--train | |--val | |--test Args: dataset_root (str): Cityscapes dataset directory. """ NUM_CLASSES = 19 def __init__(self, dataset_root, mode): self.dataset_root = dataset_root self.file_list = list() mode = mode.lower() self.mode = mode self.num_classes = self.NUM_CLASSES self.ignore_index = 255 img_dir = os.path.join(self.dataset_root, 'leftImg8bit') label_dir = os.path.join(self.dataset_root, 'gtFine') if self.dataset_root is None or not os.path.isdir( self.dataset_root) or not os.path.isdir( img_dir) or not os.path.isdir(label_dir): raise ValueError( "The dataset is not Found or the folder structure is nonconfoumance." ) label_files = sorted( glob.glob( os.path.join(label_dir, mode, '*', '*_gtFine_labelTrainIds.png'))) img_files = sorted( glob.glob(os.path.join(img_dir, mode, '*', '*_leftImg8bit.png'))) self.file_list = [ [img_path, label_path] for img_path, label_path in zip(img_files, label_files) ] self.num_samples = len(self.file_list) logging.info("{} samples in file {}".format(self.num_samples, img_dir))