[Research] Interpretable surgical skill assessment with kinematic features and deep learning using the JIGSAWS dataset
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Updated
Sep 30, 2025 - Python
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surgical-skill-assessment
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LASK: laparoscopic peg-transfer video, 6/7-DoF kinematics, annotations, and reproducible quantitative analysis across 115 recordings.
benchmark computer-vision kinematics dataset pose-estimation laparoscopy instrument-segmentation surgical-data-science surgical-skill-assessment laparoscopic-surgery tool-tracking computer-assisted-intervention
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Aug 17, 2026 - Python
SPIRAL: structured supervision harvesting and self-refining inference for surgical video understanding. ECCV 2026 MedVidU (Oral).
lora medical-ai temporal-grounding vision-language-model multimodal-llm test-time-compute qwen3-vl surgical-skill-assessment surgical-video-analysis benchmark-evaluation eccv2026 medical-video-understanding spatiotemporal-grounding osats
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Aug 19, 2026 - Python
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