path: ./m2cai16-tool-locations train: images/train val: images/val nc: 16 names: ['grasper','scissors','hook','clipper','irrigator','specimen_bag','bipolar','hook_electrode','trocars','stapler','suction','clip_applier','vessel_sealer','ligasure','ultrasonic','other'] This guide gives you a production‑ready starting point for loading, visualizing, converting, and training on the dataset. Adjust class names and annotation JSON structure based on your exact dataset version.
This dataset is designed for (bounding boxes) in laparoscopic cholecystectomy videos. It contains annotations for 16 tools, including their positions in video frames. 1. Dataset Overview & Utility Purpose : Train object detection models (e.g., YOLO, Faster R-CNN, DETR) to locate surgical instruments in real-time.
# 16 tool classes (example; adjust to your annotation file) CLASSES = [ 'background', 'grasper', 'scissors', 'hook', 'clipper', 'irrigator', 'specimen_bag', 'bipolar', 'hook_electrode', 'trocars', 'stapler', 'suction', 'clip_applier', 'vessel_sealer', 'ligasure', 'ultrasonic', 'other' ]
path: ./m2cai16-tool-locations train: images/train val: images/val nc: 16 names: ['grasper','scissors','hook','clipper','irrigator','specimen_bag','bipolar','hook_electrode','trocars','stapler','suction','clip_applier','vessel_sealer','ligasure','ultrasonic','other'] This guide gives you a production‑ready starting point for loading, visualizing, converting, and training on the dataset. Adjust class names and annotation JSON structure based on your exact dataset version.
This dataset is designed for (bounding boxes) in laparoscopic cholecystectomy videos. It contains annotations for 16 tools, including their positions in video frames. 1. Dataset Overview & Utility Purpose : Train object detection models (e.g., YOLO, Faster R-CNN, DETR) to locate surgical instruments in real-time. m2cai16-tool-locations
# 16 tool classes (example; adjust to your annotation file) CLASSES = [ 'background', 'grasper', 'scissors', 'hook', 'clipper', 'irrigator', 'specimen_bag', 'bipolar', 'hook_electrode', 'trocars', 'stapler', 'suction', 'clip_applier', 'vessel_sealer', 'ligasure', 'ultrasonic', 'other' ] m2cai16-tool-locations
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