mmocr/tools/data/textrecog/ic13_converter.py

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# Copyright (c) OpenMMLab. All rights reserved.
import argparse
import json
import os.path as osp
from mmocr.utils.fileio import list_to_file
def convert_annotations(root_path, split, format):
"""Convert original annotations to mmocr format
The annotation format is as the following:
word_1.png, "flying"
word_2.png, "today"
word_3.png, "means"
After this module, the annotation has been changed to the format below:
txt:
word_1.png flying
word_2.png today
word_3.png means
jsonl:
{'filename': 'word_1.png', 'text': 'flying'}
{'filename': 'word_2.png', 'text': 'today'}
{'filename': 'word_3.png', 'text': 'means'}
Args:
root_path (str): The root path of the dataset
split (str): The split of dataset. Namely: training or test
format (str): Annotation format, should be either 'txt' or 'jsonl'
"""
assert isinstance(root_path, str)
assert isinstance(split, str)
lines = []
with open(
osp.join(root_path, 'annotations',
f'Challenge2_{split}_Task3_GT.txt'),
'r',
encoding='"utf-8-sig') as f:
annos = f.readlines()
dst_image_root = osp.join(root_path, split)
for anno in annos:
# text may contain comma ','
dst_img_name, word = anno.split(', "')
word = word.replace('"\n', '')
if format == 'txt':
lines.append(f'{osp.basename(dst_image_root)}/{dst_img_name} '
f'{word}')
elif format == 'jsonl':
lines.append(
json.dumps({
'filename':
f'{osp.basename(dst_image_root)}/{dst_img_name}',
'text': word
}))
else:
raise NotImplementedError
list_to_file(osp.join(root_path, f'{split}_label.{format}'), lines)
def parse_args():
parser = argparse.ArgumentParser(
description='Generate training and test set of IC13')
parser.add_argument('root_path', help='Root dir path of IC13')
parser.add_argument(
'--format',
default='jsonl',
help='Use jsonl or string to format annotations',
choices=['jsonl', 'txt'])
args = parser.parse_args()
return args
def main():
args = parse_args()
root_path = args.root_path
for split in ['Train', 'Test']:
convert_annotations(root_path, split, args.format)
print(f'{split} split converted.')
if __name__ == '__main__':
main()