Synthesize Privacy-Preserving High-Resolution Images via Private Text Mediators
Abstract
A new framework for generating high-resolution, differentially private (DP) synthetic images. The method summarizes each private image using image-to-text models, applies a modified Private Evolution algorithm to generate DP text, and then reconstructs images via text-to-image models.