Discovering Bugs in Vision Models using Off-the-shelf Image Generation and Captioning

Olivia Wiles, Isabela Albuquerque, Sven Gowal

Automatically discovering failures in vision models under real-world settings remains an open challenge. This work demonstrates how off-the-shelf, large-scale, image-to-text and te…