Fair Medical Image Generation

SIGNAL ANALYSIS

Current medical image generators produce low-quality images for underrepresented groups. CompDiff is a hierarchical compositional diffusion model that generates high-quality images for all demographics, fair and zero-shot. If your medical imaging pipeline relies on a generator that fails underrepresented groups, you don't actually know what it'll do in real-world scenarios.