Testing concept-level audits of melanoma classifiers with diffusion counterfactuals and matched positive controls

Md. Shohanoor Rahman, Md Shohanoor Rahman, Md Hasibul Islam +6

Concept-based explanations of melanoma classifiers are rarely tested against controls with known targets. We built a counterfactual audit from a diffusion model conditioned on seve…