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Author

Xiao-Yun Zhang

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Jul 2026

GenSplatCodec: Feed-Forward Gaussian Splatting Compression via One-Step Diffusion

GenSplatCodec, a unified feed-forward Gaussian codec that reformulates low-bitrate Gaussian compression as geometry-guided generative decoding and develops a three-stage optimization strategy that stabilizes the learning of the unified codec and adapts the generative decoder to codec-derived structural and appearance c...

Qiang Hu, Zhenlong Wu, Lei Huang et al. · 1 citation
Jun 2026

DTI: Dynamic Trajectory Initialization for Generative Face Video Super-Resolution

This work presents Dynamic Trajectory Initialization (DTI) paradigm for GFVSR, which reformulates GFVSR as an input-driven directional restoration and demonstrates the perception-distortion trade-off and that the LPIPS is the most convincing metric in this case.

Yingwei Tang, Chen Yan, Wending Liu et al. · 0 citations

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