import argparse import json import os import os.path as osp import warnings import PIL.Image import yaml from labelme import utils def main(): warnings.warn("This script is aimed to demonstrate how to convert the\n" "JSON file to a single image dataset, and not to handle\n" "multiple JSON files to generate a real-use dataset.") parser = argparse.ArgumentParser() parser.add_argument('json_file') parser.add_argument('-o', '--out', default=None) args = parser.parse_args() json_file = args.json_file if args.out is None: out_dir = osp.basename(json_file).replace('.', '_') out_dir = osp.join(osp.dirname(json_file), out_dir) else: out_dir = args.out if not osp.exists(out_dir): os.mkdir(out_dir) data = json.load(open(json_file)) img = utils.img_b64_to_arr(data['imageData']) label_name_to_value = {'_background_': 0} for shape in data['shapes']: label_name = shape['label'] if label_name in label_name_to_value: label_value = label_name_to_value[label_name] else: label_value = len(label_name_to_value) label_name_to_value[label_name] = label_value # label_values must be dense label_values, label_names = [], [] for ln, lv in sorted(label_name_to_value.items(), key=lambda x: x[1]): label_values.append(lv) label_names.append(ln) assert label_values == list(range(len(label_values))) lbl = utils.shapes_to_label(img.shape, data['shapes'], label_name_to_value) captions = ['{}: {}'.format(lv, ln) for ln, lv in label_name_to_value.items()] lbl_viz = utils.draw_label(lbl, img, captions) PIL.Image.fromarray(img).save(osp.join(out_dir, 'img.png')) PIL.Image.fromarray(lbl).save(osp.join(out_dir, 'label.png')) PIL.Image.fromarray(lbl_viz).save(osp.join(out_dir, 'label_viz.png')) with open(osp.join(out_dir, 'label_names.txt'), 'w') as f: for lbl_name in label_names: f.write(lbl_name + '\n') warnings.warn('info.yaml is being replaced by label_names.txt') info = dict(label_names=label_names) with open(osp.join(out_dir, 'info.yaml'), 'w') as f: yaml.safe_dump(info, f, default_flow_style=False) print('Saved to: %s' % out_dir) if __name__ == '__main__': main()