Author

Zihao He

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Preprint Sep 2026

Streaming Video Editing with Easy Adaptation

In this paper, we propose SVEET, a framework that requires merely training on a pretrained bidirectional video diffusion model but supports high-quality streaming video editing in an auto-regressive fashion. To tackle this problem, we first systematically revisit existing video-to-video diffusion approaches and identif...

Yu-Jia Hu, Jia-Jun Li, Zi-Hao He et al. · 0 citations

Preprint Aug 2026

Bend the Basics: Degradation-Aware Deformable Tokenization for All-in-One Image Restoration

FIT employs a lightweight Degradation Encoder to predict a global degradation vector and a spatial degradation map from local degradation severity, which jointly condition the patch embedding and unembedding through adaptive deformation, and introduces a task-token dropout strategy that regularizes task conditioning du...

Zi-Hao He, Yunfeng Wu, Xinchao Wang et al. · 0 citations