Novel evaluation of surgical activity recognition models using task-based efficiency metrics

Aneeq Zia
Aneeq Zia
Liheng Guo
Liheng Guo
Linlin Zhou
Linlin Zhou

International Journal of Computer Assisted Radiology and Surgery, pp. 2155-2163, 2019.

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Keywords:
Robotic-assisted surgery Surgical activity recognition Surgeon training Machine learning

Abstract:

Surgical task-based metrics (rather than entire procedure metrics) can be used to improve surgeon training and, ultimately, patient care through focused training interventions. Machine learning models to automatically recognize individual tasks or activities are needed to overcome the otherwise manual effort of video review. Traditionally...More

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