Jun-Pei Xue

SurgDepth: Test-Time Adaptation of Depth Foundation Models for Surgical Scene Understanding.

Accurate depth estimation from endoscopic images is fundamental to surgical navigation, augmented reality, and robotic assistance, yet depth foundation models trained on natural images degrade severely on surgical endoscopy, and existing adaptation methods require surgical training data for each new camera and clinical...