Xi Liu

Enhancing critical view of safety recognition using vision foundation models and state-space temporal modeling

Abstract Purpose: The Critical View of Safety (CVS) is a clinically mandated criterion for reducing bile duct injury during laparoscopic cholecystectomy; however, its automated recognition from endoscopic video remains challenging due to visual occlusion, depth ambiguity, and the...