# Copyright (c) 2020 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. from __future__ import print_function import os import random from paddle.fluid.io import Dataset from utils.download import download_file_and_uncompress LOCAL_PATH = os.path.dirname(os.path.abspath(__file__)) URL = "https://paddleseg.bj.bcebos.com/dataset/optic_disc_seg.zip" class OpticDiscSeg(Dataset): def __init__(self, data_dir=None, train_list=None, val_list=None, test_list=None, transforms=None, mode='train', download=True): self.data_dir = data_dir self.transforms = transforms self.file_list = list() if mode.lower() not in ['train', 'eval', 'test']: raise Exception( "mode should be 'train', 'eval' or 'test', but got {}.".format( mode)) if self.transforms is None: raise Exception("transform is necessary, but it is None.") self.data_dir = data_dir if self.data_dir is None: if not download: raise Exception("data_file not set and auto download disabled.") self.data_dir = download_file_and_uncompress(url=URL, savepath=LOCAL_PATH, extrapath=LOCAL_PATH) if mode == 'train': file_list = os.path.join(self.data_dir, 'train_list.txt') elif mode == 'eval': file_list = os.paht.join(self.data_dir, 'val_list.txt') else: file_list = os.path.join(self.data_dir, 'test_list.txt') else: if mode == 'train': file_list = train_list elif mode == 'eval': file_list = val_list else: file_list = test_list with open(file_list, 'r') as f: for line in f: items = line.strip().split() if len(items) != 2: if mode == 'train' or mode == 'eval': raise Exception( "File list format incorrect! It should be" " image_name label_name\\n") image_path = os.path.join(self.data_dir, items[0]) grt_path = None else: image_path = os.path.join(self.data_dir, items[0]) grt_path = os.path.join(self.data_dir, items[1]) self.file_list.append([image_path, grt_path]) def __getitem__(self, idx): print(idx) image_path, grt_path = self.file_list[idx] return self.transforms(im=image_path, label=grt_path) def __len__(self): return len(self.file_list)