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Surgical Anomaly Detector

A YOLOv10 model trained to detect surgical instruments and anatomical structures in laparoscopic surgery video frames.

ArtOtherVersionRevision d2de23f

Modellquelle

Art
Other
Dateigröße
5,50 MB
Version
vRevision d2de23f
Aktualisiert
16. Sept. 2026
Downloads
0
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Objekterkennung
Quelle
Hugging Face

Quellenbeschreibung

Surgical Anomaly Detector

A YOLOv10 model trained to detect surgical instruments and anatomical structures in laparoscopic surgery video frames.

What it detects

  • Surgical instruments: Clipper, Bipolar, Cautery, Grasper, Scissors
  • Anatomy: Common bile duct, Cystic duct, Gallbladder, Liver, and more

Training

  • Architecture: YOLOv10n
  • Dataset: Merged Cholec80 + Laparoscopic Cholecystectomy (8,627 images)
  • Epochs: 50
  • mAP50: 0.691

Quellen

1 Quelle
Hugging FacePrimärVersion d2de23f569687df6ac0325e85a07d65fa4006f72
huggingface.co/ayushsharma4002/surgical-anomaly-detector/tree/d2de23f569687df6ac0325e85a07d65fa4006f72

Verifiziert 16. Sept.

Modellartefakte

1 Artefakt

surgical-anomaly.pt

pt · 5,50 MB · SHA-256 77ef49e08ac1…d021 · Hugging Face

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Quellenauszüge

2 Auszüge

--- license: cc-by-4.0 tags: - computer-vision - object-detection - surgical-ai - yolo - medical --- # Surgical Anomaly Detector A YOLOv10 model trained to detect surgical instruments and anatomical structures in laparoscopic surgery video frames. ## What it detects - Surgical instruments: Clipper, Bipolar, Cautery, Grasper, Scissors - Anatomy: Common bile duct, Cystic duct, Gallbladder, Liver, and more ## Training - Architecture: YOLOv10n - Dataset: Merged Cholec80 + Laparoscopic Cholecystectomy (8,627 images) - Epochs: 50 - mAP50: 0.691

Source context: 0 downloads · 0 likes · Pipeline object-detection · Repo ayushsharma4002/surgical-anomaly-detector