Contrastive Privacy: A Semantic Approach to Measuring Privacy of AI-based Sanitization

George Bissias, Eugene Bagdasarian, Brian Neil Levine

AI-based sanitization can remove concepts from images and text, but privacy evaluation remains largely ad hoc. We propose contrastive privacy, a formal definition that yields a qua…