Leveraging generative models to characterize the failure conditions of image classifiers

Adrien LeCoz, Stéphane Herbin, Faouzi Adjed

We address in this work the question of identifying the failure conditions of a given image classifier. To do so, we exploit the capacity of producing controllable distributions of…