A video-based system that learns temporal hand-tool motion patterns via attention-weighted temporal convolutions fused with global statistics to predict and explain open-surgery skill levels, reporting r=0.778 correlation on fascial closure.
International journal of computer assisted radiology and surgery 14(9), 1611–1617 (2019)
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ExpOS: Explainable Open-Surgery Skills Assessment Using 3D Hand Reconstruction
A video-based system that learns temporal hand-tool motion patterns via attention-weighted temporal convolutions fused with global statistics to predict and explain open-surgery skill levels, reporting r=0.778 correlation on fascial closure.