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cs.CV2026
Video-based Surgical Skill Assessment Using Dynamics-and-Uncertainty-Aware Tree-based Gaussian Process Classifier
Arefeh Rezaei, Mohammad Javad Ahmadi, Amir Molaei +1
The proposed pipeline integrates a representation-flow convolutional neural network with a dynamics- and uncertainty-aware tree-based Gaussian Process classifier. In this framework…
cs.CV2026
Explainable AI-Powered Framework for Video-Based Skill Assessment in Cataract Surgery
Mohammad Javad Ahmadi, Hamid D. Taghirad
Persistent shortages in the surgical workforce and inherent limitations of traditional training methods highlight the necessity of automated, data-driven approaches in surgical edu…