3 papers
cs.CV2026
DiffVC-RT: Towards Practical Real-Time Diffusion-based Perceptual Neural Video Compression
Wenzhuo Ma, Zhenzhong Chen
The practical deployment of diffusion-based Neural Video Compression (NVC) faces critical challenges, including severe information loss, prohibitive inference latency, and poor tem…
eess.IV2025
DiffVC-OSD: One-Step Diffusion-based Perceptual Neural Video Compression Framework
Wenzhuo Ma, Zhenzhong Chen
In this work, we first propose DiffVC-OSD, a One-Step Diffusion-based Perceptual Neural Video Compression framework. Unlike conventional multi-step diffusion-based methods, DiffVC-…
cs.CV2025
Diffusion-based Perceptual Neural Video Compression with Temporal Diffusion Information Reuse
Wenzhuo Ma, Zhenzhong Chen
Recently, foundational diffusion models have attracted considerable attention in image compression tasks, whereas their application to video compression remains largely unexplored.…