Show the Signal, Hide the Noise: Spectral Forcing for Pixel-Space Diffusion

Weichen Fan, Haiwen Diao, Penghao Wu +1

Pixel-space diffusion models are trained on full-bandwidth noisy images, yet the useful signal available to the denoiser is strongly frequency dependent. Under rectified-flow diffu…