A three-stage framework extracts action timelines from egocentric nursing simulation videos with frozen encoders and HMM decoding, revealing a negative correlation between recognition accuracy and instructor-rated competency.
Video-based surgical skill assessment using 3D con- volutional neural networks.International Journal of Com- puter Assisted Radiology and Surgery, 14(7):1217–1225
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AI-Assisted Competency Assessment from Egocentric Video in Simulation-Based Nursing Education
A three-stage framework extracts action timelines from egocentric nursing simulation videos with frozen encoders and HMM decoding, revealing a negative correlation between recognition accuracy and instructor-rated competency.