Author

Naifu Xue

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Preprint Nov 2026

An Agentic Framework for Quality-Aware and Scenario-Adaptive Image Compression

Despite decades of progress, image codecs remain difficult to adapt to diverse real-world compression scenarios for two main reasons. First, most image codecs are optimized for a specific objective and require substantial redevelopment when the compression goal changes. Second, they typically assume clean inputs, where...

Zheng-Hao Chen, Le-Bin Zhou, Zi-Cong Chen et al. · 0 citations

Jul 2026

Generative Video Compression with Adaptive Score Distillation

This work introduces the GenVC, a compression-oriented video diffusion model built on a video diffusion model trained from scratch for compression, and realizes this model directly in pixel space with a global-to-local hierarchy that recovers fine spatio-temporal details, enabling high-quality generative reconstruction...

Naifu Xue, Zhaoyang Jia, Haosen Li et al. · arXiv.org · 0 citations