From Interpretability Methods to Interpretable Models

Julien Colin, Nuria Oliver, Thomas Serre

More than a decade in, explainable AI (XAI) for computer vision has assembled a mature toolbox: attribution, feature visualization, concept-based, and circuit-based methods. Yet al…