convert_inaturalist.py

# Copyright (c) OpenMMLab. All rights reserved.
import argparse

import mmcv


def parse_args():
    parser = argparse.ArgumentParser(
        description='Convert iNaturalist2018 annotations to MMPretrain format.'
    )
    parser.add_argument('input', type=str, help='Input annotation json file.')
    parser.add_argument('output', type=str, help='Output list file.')
    args = parser.parse_args()
    return args


def main():
    args = parse_args()
    data = mmcv.load(args.input)
    output_lines = []
    for img_item in data['images']:
        for ann_item in data['annotations']:
            if ann_item['image_id'] == img_item['id']:
                output_lines.append(
                    f"{img_item['file_name']} {ann_item['category_id']}\n")
    assert len(output_lines) == len(data['images'])
    with open(args.output, 'w') as f:
        f.writelines(output_lines)


if __name__ == '__main__':
    main()