Yazhou Zhu

From Few-Shot Segmentation to Clinician-in-the-Loop Medical Image Analysis

Few-shot medical image segmentation (FSMIS) seeks to delineate unseen structures from a small support set, but its standard formulation fixes task-defining evidence before inference. This assumption is fragile under acquisition shift, atypical pathology, ambiguous boundaries, and poor image quality. Adding clinician in...