Hien Thi Thuy Phan

A Concept-Guided Fusion Framework for Interpretable Skin Lesion Classification

Malignant skin lesions are often visually indistinguishable from benign analogs, presenting a challenging "cancer-mimic" scenario. Post-hoc methods, such as Grad-CAM and SHAP, fail to ground model decisions in the ABCD clinical criteria (Asymmetry, Border, Color, Diameter) relied upon by dermatologists. To address this...