Stress Testing Classifiers around the Decision Boundary with Latent Diffusion

Inês Gomes, André Restivo, Moisés Rocha dos Santos, Carlos Soares, Jan N. van Rijn, Luis Filipe Teixeira

Submission Type: Short paper

Tldr: Method to generate synthetic images near the decision boundaries of a classifier by guiding a text-to-image diffusion model using a novel metric (KLDB).

Submission Number: 12