A ViT-LSTM spatiotemporal model detects surgical instrument handovers and classifies direction in videos, achieving F1 of 0.84 for detection and 0.72 mean F1 for direction on kidney transplant data.
Sv-rcnet: Workflow recognition from surgical videos using recurrent convolu- tional network.IEEE Transactions on Medical Imaging, PP: 1–1
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Event-Level Detection of Surgical Instrument Handovers in Videos with Interpretable Vision Models
A ViT-LSTM spatiotemporal model detects surgical instrument handovers and classifies direction in videos, achieving F1 of 0.84 for detection and 0.72 mean F1 for direction on kidney transplant data.