Invertible Concept-based Explanations for CNN Models with Non-negative Concept Activation Vectors

Ruihan Zhang, Prashan Madumal, Tim Miller +2

Convolutional neural network (CNN) models for computer vision are powerful but lack explainability in their most basic form. This deficiency remains a key challenge when applying C…