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20232026
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cs.CV2025

Sparse2Dense: A Keypoint-driven Generative Framework for Human Video Compression and Vertex Prediction

Bolin Chen, Ru-Ling Liao, Yan Ye +5

For bandwidth-constrained multimedia applications, simultaneously achieving ultra-low bitrate human video compression and accurate vertex prediction remains a critical challenge, a…

cs.CV2025

Rethinking Generative Human Video Coding with Implicit Motion Transformation

Bolin Chen, Ru-Ling Liao, Jie Chen +1

Beyond traditional hybrid-based video codec, generative video codec could achieve promising compression performance by evolving high-dimensional signals into compact feature repres…

cs.CV2025

Pleno-Generation: A Scalable Generative Face Video Compression Framework with Bandwidth Intelligence

Bolin Chen, Hanwei Zhu, Shanzhi Yin +5

Generative model based compact video compression is typically operated within a relative narrow range of bitrates, and often with an emphasis on ultra-low rate applications. There…

cs.CV2024

Standardizing Generative Face Video Compression using Supplemental Enhancement Information

Bolin Chen, Yan Ye, Jie Chen +12

This paper proposes a Generative Face Video Compression (GFVC) approach using Supplemental Enhancement Information (SEI), where a series of compact spatial and temporal representat…

cs.CV2023

Generative Face Video Coding Techniques and Standardization Efforts: A Review

Bolin Chen, Jie Chen, Shiqi Wang +1

Generative Face Video Coding (GFVC) techniques can exploit the compact representation of facial priors and the strong inference capability of deep generative models, achieving high…