Explaining counterfactual images

Ilana Traynis
Nature Biomedical Engineering (2023)

Abstract

Leveraging the expertise of physicians to identify medically meaningful features in ‘counterfactual’ images produced via generative machine learning facilitates the auditing of the inference process of medical-image classifiers, as shown for dermatology images.