Researchers from Wuhan University have developed DiffCVE, a diffusion-based framework designed to mitigate compression artifacts in low-bitrate video. The method utilizes a dual-branch conditioning system that incorporates HEVC coding priors and a compression-aware semantic prompting mechanism to improve perceptual quality.