A fully convolutional network with class activation maps reaches competitive accuracy for surgical skill classification and OSATS regression on JIGSAWS, while localizing motion segments that drive each prediction.
assessment of technical skills (OSATS): a systematic re- view of validity evidence
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Accurate and interpretable evaluation of surgical skills from kinematic data using fully convolutional neural networks
A fully convolutional network with class activation maps reaches competitive accuracy for surgical skill classification and OSATS regression on JIGSAWS, while localizing motion segments that drive each prediction.