International journal of computer assisted radiology and surgery
Weakly supervised pre-training for surgical step recognition using unannotated and heterogeneously labeled videos.
Sreeram Kamabattula, Kai Chen, Kiran Bhattacharyya
Published: 202510.1007/s11548-025-03555-2
Abstract
PURPOSE: Surgical video review is essential for minimally invasive surgical training, but manual annotation of surgical steps is time-consuming and limits scalability. We propose a weakly supervised pre-training framework that leverages unannotated o…
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