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Author

Zhuyun Zhou

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Conference Open access Jul 2026

The RealDefocus Benchmark for Defocus Deblurring

RealDefocus, a benchmark derived from the real-world RealBokeh dataset originally proposed for Bokeh Rendering, is built on, providing paired defocused inputs and sharp ground truth images, predefined training/validation/test splits, and a unified evaluation framework for comparing image restoration and neural renderin...

Tim Seizinger, Zhu-Yun Zhou, R. Timofte · 0 citations
Jul 2026

TRaM-VSR: Importance-Aware Token Routing and Merging for One-Step Diffusion Video Super-Resolution

TRaM-VSR, a Token Routing and Merging framework for adaptive token allocation, leveraging both context-aware video priors and network-level priors accelerates inference significantly while preserving state-of-the-art reconstruction quality and robust temporal consistency is proposed.

Sicheng Gao, Zhuyun Zhou, Yixuan Liu et al. · 0 citations

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