SAGE Discovers and Generates Salient Visual Factors

SAGE uses contrastive analysis and diffusion transformers to isolate and generate subtype-specific visual factors, such as eyeglass shapes, without explicit labels. The method learns directly in the high-dimensional spatial latent of a frozen representation autoencoder.