The working map of surgical AI research.
An open, structured index of public surgical datasets, foundational vision models, video analysis tasks, and reproducible benchmarks.
Surgical Vision Taxonomy
Surgical Video
Raw laparoscopic, robotic, and endoscopic camera feeds across multi-vendor optical towers.
Workflow & Phase
Temporal segmentation of operations into discrete surgical phases and key procedural milestones.
Action Triplets
Simultaneous recognition of <instrument, action, anatomical target> across video frames.
Anatomy & Segmentation
Pixel-level semantic and instance segmentation of critical anatomical structures and instruments.
Safety & Quality
Quantitative assessment of procedural safety criteria (e.g. Critical View of Safety in cholecystectomy).
Clinical Outcomes
Linking computer vision telemetry with postoperative length of stay, pathology, and complications.
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