MIFR: A Modality-Invariant and Fair Representation Framework for Skin Disease Classification

Skin diseases represent a major global public health burden, yet machine learning tools developed to assist in their diagnosis suffer from two critical limitations: reliance on only one modality for diagnosis and systematic performance disparities across skin tones. While existing approaches address...