Mercurial > repos > bgruening > json2yolosegment
annotate json2yolosegment.py @ 0:fa068d13e781 draft
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
| author | bgruening | 
|---|---|
| date | Fri, 13 Jun 2025 11:24:20 +0000 | 
| parents | |
| children | 
| rev | line source | 
|---|---|
| 
0
 
fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 
bgruening 
parents:  
diff
changeset
 | 
1 import argparse | 
| 
 
fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 
bgruening 
parents:  
diff
changeset
 | 
2 import json | 
| 
 
fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 
bgruening 
parents:  
diff
changeset
 | 
3 import os | 
| 
 
fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 
bgruening 
parents:  
diff
changeset
 | 
4 | 
| 
 
fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 
bgruening 
parents:  
diff
changeset
 | 
5 | 
| 
 
fa068d13e781
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): | 
| 
 
fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 
bgruening 
parents:  
diff
changeset
 | 
7 | 
| 
 
fa068d13e781
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: | 
| 
 
fa068d13e781
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()] | 
| 
 
fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 
bgruening 
parents:  
diff
changeset
 | 
10 | 
| 
 
fa068d13e781
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)} | 
| 
 
fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 
bgruening 
parents:  
diff
changeset
 | 
12 | 
| 
 
fa068d13e781
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): | 
| 
 
fa068d13e781
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) | 
| 
 
fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 
bgruening 
parents:  
diff
changeset
 | 
15 | 
| 
 
fa068d13e781
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: | 
| 
 
fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 
bgruening 
parents:  
diff
changeset
 | 
17 data = json.load(f) | 
| 
 
fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 
bgruening 
parents:  
diff
changeset
 | 
18 | 
| 
 
fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 
bgruening 
parents:  
diff
changeset
 | 
19 image_width = data.get('imageWidth') | 
| 
 
fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 
bgruening 
parents:  
diff
changeset
 | 
20 image_height = data.get('imageHeight') | 
| 
 
fa068d13e781
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: | 
| 
 
fa068d13e781
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.") | 
| 
 
fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 
bgruening 
parents:  
diff
changeset
 | 
23 return | 
| 
 
fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 
bgruening 
parents:  
diff
changeset
 | 
24 | 
| 
 
fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 
bgruening 
parents:  
diff
changeset
 | 
25 annotations = data.get('shapes', []) | 
| 
 
fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 
bgruening 
parents:  
diff
changeset
 | 
26 | 
| 
 
fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 
bgruening 
parents:  
diff
changeset
 | 
27 base, _ = os.path.splitext(filename) | 
| 
 
fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 
bgruening 
parents:  
diff
changeset
 | 
28 output_file = f"{base}.txt" | 
| 
 
fa068d13e781
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) | 
| 
 
fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 
bgruening 
parents:  
diff
changeset
 | 
30 | 
| 
 
fa068d13e781
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: | 
| 
 
fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 
bgruening 
parents:  
diff
changeset
 | 
32 for annotation in annotations: | 
| 
 
fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 
bgruening 
parents:  
diff
changeset
 | 
33 label = annotation.get('label') | 
| 
 
fa068d13e781
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] | 
| 
 
fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 
bgruening 
parents:  
diff
changeset
 | 
35 | 
| 
 
fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 
bgruening 
parents:  
diff
changeset
 | 
36 points = annotation.get('points', []) | 
| 
 
fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 
bgruening 
parents:  
diff
changeset
 | 
37 | 
| 
 
fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 
bgruening 
parents:  
diff
changeset
 | 
38 if not points: | 
| 
 
fa068d13e781
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.") | 
| 
 
fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 
bgruening 
parents:  
diff
changeset
 | 
40 continue | 
| 
 
fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 
bgruening 
parents:  
diff
changeset
 | 
41 | 
| 
 
fa068d13e781
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] | 
| 
 
fa068d13e781
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] | 
| 
 
fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 
bgruening 
parents:  
diff
changeset
 | 
44 | 
| 
 
fa068d13e781
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))] | 
| 
 
fa068d13e781
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) | 
| 
 
fa068d13e781
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) | 
| 
 
fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 
bgruening 
parents:  
diff
changeset
 | 
48 f.write(line) | 
| 
 
fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 
bgruening 
parents:  
diff
changeset
 | 
49 | 
| 
 
fa068d13e781
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}") | 
| 
 
fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 
bgruening 
parents:  
diff
changeset
 | 
51 | 
| 
 
fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 
bgruening 
parents:  
diff
changeset
 | 
52 | 
| 
 
fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 
bgruening 
parents:  
diff
changeset
 | 
53 def main(): | 
| 
 
fa068d13e781
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.") | 
| 
 
fa068d13e781
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.') | 
| 
 
fa068d13e781
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.') | 
| 
 
fa068d13e781
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.') | 
| 
 
fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 
bgruening 
parents:  
diff
changeset
 | 
58 args = parser.parse_args() | 
| 
 
fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 
bgruening 
parents:  
diff
changeset
 | 
59 | 
| 
 
fa068d13e781
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) | 
| 
 
fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 
bgruening 
parents:  
diff
changeset
 | 
61 | 
| 
 
fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 
bgruening 
parents:  
diff
changeset
 | 
62 | 
| 
 
fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 
bgruening 
parents:  
diff
changeset
 | 
63 if __name__ == "__main__": | 
| 
 
fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 
bgruening 
parents:  
diff
changeset
 | 
64 main() | 
