On the Robustness of Temporal Vision-Language Models for Surgical Endoscopy Videos

Darakshan Rashid, Raza Imam, Ufaq Khan +9

Temporal vision-language models (TVLMs) offer a reusable, prompt-based interface for surgical video understanding, yet, their robustness under clinically realistic acquisition arti…