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cs.CV2025

Tokenizing Motion: A Generative Approach for Scene Dynamics Compression

Shanzhi Yin, Zihan Zhang, Bolin Chen +2

This paper proposes a novel generative video compression framework that leverages motion pattern priors, derived from subtle dynamics in common scenes (e.g., swaying flowers or a b…

cs.CV2025

AgenticIQA: An Agentic Framework for Adaptive and Interpretable Image Quality Assessment

Hanwei Zhu, Yu Tian, Keyan Ding +4

Image quality assessment (IQA) is inherently complex, as it reflects both the quantification and interpretation of perceptual quality rooted in the human visual system. Conventiona…

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

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.CV2025

Interactive Face Video Coding: A Generative Compression Framework

Bolin Chen, Zhao Wang, Binzhe Li +3

In this paper, we propose a novel framework for Interactive Face Video Coding (IFVC), which allows humans to interact with the intrinsic visual representations instead of the signa…

cs.CV2025

A Lightweight Dual-Mode Optimization for Generative Face Video Coding

Zihan Zhang, Shanzhi Yin, Bolin Chen +3

Generative Face Video Coding (GFVC) achieves superior rate-distortion performance by leveraging the strong inference capabilities of deep generative models. However, its practical…