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Wenzhuo Ma

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Preprint Aug 2026

DiffVC-ONE: Diffusion-based Generative Video Compression with One-Step Video Diffusion Transformer

DiffVC-ONE, a diffusion-based generative video compression framework built on a one-step Video Diffusion Transformer, is proposed and a Unified Unidirectional Latent Compressor that uses a shared model to efficiently and uniformly compress compact latent slices is introduced.

Wenzhuo Ma, Zhenzhong Chen · 0 citations
Preprint Jul 2026

DiffCVE: Diffusion-based Compressed Video Enhancement

Coding Prior-enhanced Dual Conditioning branches are designed to jointly model compressed video and coding prior conditions, where coding priors including residuals and motion vectors provide complementary structural and motion guidance during the diffusion denoising process.

Wenqiang Xiao, Wenzhuo Ma, Junxi Zhang et al. · 0 citations