Author

Xi-Jun Wang

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Preprint Sep 2026

RelayVSR: Large-Small Model Collaboration for Efficient Real-World Video Super-Resolution

Large generative models can recover realistic detail in real-world video super-resolution (VSR), but processing an entire video with them is computationally expensive. In this work, we present RelayVSR, a streaming VSR framework built on the Sparse Generative Relay mechanism. A large generative model generates referenc...

Xi-Jun Wang, Xin Li, Zi-Rui Lang et al. · 0 citations

Preprint Sep 2026

ReCaVSR: One-Step Streaming Diffusion Video Super-Resolution with Recycled Latents and Learned Cache Routing

Real-time diffusion-based video super-resolution (VSR) is in high demand for online streaming, yet stringent latency requirements often compromise generative fidelity. We propose ReCaVSR, a Wan2.2-based, one-step framework for streaming VSR that builds on two observations: recycled SR latents retain local temporal cont...

Xi-Jun Wang, Xin Li, Su-Hang Yao et al. · 0 citations