Rahul Dubey

MOXIE: Discovering Alternative Explanations for Biomedical Image Classifiers

This work introduces MOXIE (Multi-Objective eXplanation Imaging Engine), an evolutionary framework that searches for segment subsets that preserve the classifier's confidence while keeping as little of the image as possible, and shows that alternative explanations provide a more complete view of a model's decision than...