Jin Jiang

FADRA: Frequency-Aware Diffusion with Residual Adaptation for Video Face Restoration

FADRA, a frequency-aware diffusion framework with iterative residual adaptation specifically tailored for robust VFR, is proposed and a Frequency-Aware Loss is introduced that provides explicit supervision across multiple spectral bands, emphasizing visually sensitive frequency components that are crucial for perceptual quality and prone to temporal jittering.