Mercurial > repos > bgruening > json2yolosegment
annotate json2yolosegment.py @ 1:dfda27273ead draft
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 9685f843a52451b3416416094cc0e740f8825dcc
author | bgruening |
---|---|
date | Mon, 07 Jul 2025 06:47:08 +0000 |
parents | 252fd085940d |
children |
rev | line source |
---|---|
0
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
1 import argparse |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
2 import json |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
3 import os |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
4 |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
5 |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
6 def convert_json_to_yolo(input_dir, save_dir, class_names_file): |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
7 |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
8 with open(class_names_file, 'r') as f: |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
9 class_names = [line.strip() for line in f.readlines()] |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
10 |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
11 class_to_index = {class_name: i for i, class_name in enumerate(class_names)} |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
12 |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
13 for filename in os.listdir(input_dir): |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
14 json_filepath = os.path.join(input_dir, filename) |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
15 |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
16 with open(json_filepath, 'r') as f: |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
17 data = json.load(f) |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
18 |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
19 image_width = data.get('imageWidth') |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
20 image_height = data.get('imageHeight') |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
21 if image_width is None or image_height is None: |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
22 print(f"Skipping {filename}: missing image dimensions.") |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
23 return |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
24 |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
25 annotations = data.get('shapes', []) |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
26 |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
27 base, _ = os.path.splitext(filename) |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
28 output_file = f"{base}.txt" |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
29 output_filepath = os.path.join(save_dir, output_file) |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
30 |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
31 with open(output_filepath, 'w') as f: |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
32 for annotation in annotations: |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
33 label = annotation.get('label') |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
34 class_index = class_to_index[label] |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
35 |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
36 points = annotation.get('points', []) |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
37 |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
38 if not points: |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
39 print(f"No points found for annotation '{label}', skipping.") |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
40 continue |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
41 |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
42 x = [point[0] / (image_width - 1) for point in points] |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
43 y = [point[1] / (image_height - 1) for point in points] |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
44 |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
45 segmentation_points = ['{} {}'.format(x[i], y[i]) for i in range(len(x))] |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
46 segmentation_points_string = ' '.join(segmentation_points) |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
47 line = '{} {}\n'.format(class_index, segmentation_points_string) |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
48 f.write(line) |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
49 |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
50 print(f"Converted annotations saved to: {output_filepath}") |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
51 |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
52 |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
53 def main(): |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
54 parser = argparse.ArgumentParser(description="Convert JSON annotations to YOLO segment format.") |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
55 parser.add_argument('-i', '--input_dir', type=str, help='Full path of the folder containing AnyLabeling JSON files.') |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
56 parser.add_argument('-o', '--save_dir', type=str, help='Path to the directory to save converted YOLO files.') |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
57 parser.add_argument('-c', '--class_names_file', type=str, help='Path to the text file containing class names, one per line.') |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
58 args = parser.parse_args() |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
59 |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
60 convert_json_to_yolo(args.input_dir, args.save_dir, args.class_names_file) |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
61 |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
62 |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
63 if __name__ == "__main__": |
252fd085940d
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
bgruening
parents:
diff
changeset
|
64 main() |