from data.pix2pix_dataset import Pix2pixDataset from data.image_folder import make_dataset class CustomDataset(Pix2pixDataset): """ Dataset that loads images from directories Use option --label_dir, --image_dir, --instance_dir to specify the directories. The images in the directories are sorted in alphabetical order and paired in order. """ @staticmethod def modify_commandline_options(parser, is_train): parser = Pix2pixDataset.modify_commandline_options(parser, is_train) parser.set_defaults(preprocess_mode='resize_and_crop') load_size = 286 if is_train else 256 parser.set_defaults(load_size=load_size) parser.set_defaults(crop_size=256) parser.set_defaults(display_winsize=256) parser.set_defaults(label_nc=13) parser.set_defaults(contain_dontcare_label=False) parser.add_argument('--label_dir', type=str, required=True, help='path to the directory that contains label images') parser.add_argument('--image_dir', type=str, required=True, help='path to the directory that contains photo images') parser.add_argument('--instance_dir', type=str, default='', help='path to the directory that contains instance maps. Leave black if not exists') return parser def get_paths(self, opt): label_dir = opt.label_dir label_paths = make_dataset(label_dir, recursive=False, read_cache=True) image_dir = opt.image_dir image_paths = make_dataset(image_dir, recursive=False, read_cache=True) if len(opt.instance_dir) > 0: instance_dir = opt.instance_dir instance_paths = make_dataset(instance_dir, recursive=False, read_cache=True) else: instance_paths = [] assert len(label_paths) == len(image_paths), "The #images in %s and %s do not match. Is there something wrong?" return label_paths, image_paths, instance_paths