Yuan-Yuan Liu

Perturbation-aware distillation for few-shot skin lesion segmentation

: Skin lesion segmentation supports computer-aided dermatology, but blurred boundaries, low contrast, and marked variation in dermoscopic appearance make reliable delineation difficult. Foundation models such as the Segment Anything Model (SAM) offer strong visual priors, although their sensitivity to prompt quality li...