Mercurial > repos > bgruening > json2yolosegment
annotate json2yolosegment.py @ 5:ce7a96be8cb6 draft default tip
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit c6c9d43a4ecdc88ebdeaf3451453a550f159c506
| author | bgruening | 
|---|---|
| date | Mon, 21 Jul 2025 15:52:12 +0000 | 
| parents | fa068d13e781 | 
| 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 | 
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fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 bgruening parents: diff
changeset | 2 import json | 
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fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 bgruening parents: diff
changeset | 3 import os | 
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fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 bgruening parents: diff
changeset | 4 | 
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fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 bgruening parents: diff
changeset | 5 | 
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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): | 
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fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 bgruening parents: diff
changeset | 7 | 
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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: | 
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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()] | 
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fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 bgruening parents: diff
changeset | 10 | 
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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)} | 
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fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 bgruening parents: diff
changeset | 12 | 
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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): | 
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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) | 
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fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 bgruening parents: diff
changeset | 15 | 
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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: | 
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fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 bgruening parents: diff
changeset | 17 data = json.load(f) | 
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fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 bgruening parents: diff
changeset | 18 | 
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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') | 
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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') | 
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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: | 
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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.") | 
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fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 bgruening parents: diff
changeset | 23 return | 
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fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 bgruening parents: diff
changeset | 24 | 
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fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 bgruening parents: diff
changeset | 25 annotations = data.get('shapes', []) | 
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fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 bgruening parents: diff
changeset | 26 | 
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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) | 
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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" | 
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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) | 
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fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 bgruening parents: diff
changeset | 30 | 
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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: | 
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fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 bgruening parents: diff
changeset | 32 for annotation in annotations: | 
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fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 bgruening parents: diff
changeset | 33 label = annotation.get('label') | 
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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] | 
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fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 bgruening parents: diff
changeset | 35 | 
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fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 bgruening parents: diff
changeset | 36 points = annotation.get('points', []) | 
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fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 bgruening parents: diff
changeset | 37 | 
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fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 bgruening parents: diff
changeset | 38 if not points: | 
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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.") | 
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fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 bgruening parents: diff
changeset | 40 continue | 
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fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 bgruening parents: diff
changeset | 41 | 
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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] | 
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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] | 
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fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 bgruening parents: diff
changeset | 44 | 
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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))] | 
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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) | 
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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) | 
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fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 bgruening parents: diff
changeset | 48 f.write(line) | 
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fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 bgruening parents: diff
changeset | 49 | 
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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}") | 
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fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 bgruening parents: diff
changeset | 51 | 
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fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 bgruening parents: diff
changeset | 52 | 
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fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 bgruening parents: diff
changeset | 53 def main(): | 
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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.") | 
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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.') | 
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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.') | 
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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.') | 
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fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 bgruening parents: diff
changeset | 58 args = parser.parse_args() | 
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fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 bgruening parents: diff
changeset | 59 | 
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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) | 
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fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 bgruening parents: diff
changeset | 61 | 
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fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 bgruening parents: diff
changeset | 62 | 
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fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 bgruening parents: diff
changeset | 63 if __name__ == "__main__": | 
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fa068d13e781
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit 67e0e1d123bcfffb10bab8cc04ae67259caec557
 bgruening parents: diff
changeset | 64 main() | 
