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Video Super-Resolution
InfVSR: Breaking Length Limits of Generic Video Super-Resolution
Published:10/1/2025
Video Super-ResolutionAuto-Regressive Diffusion ModelLong-Sequence Video Processingvideo diffusion modelsTemporal Consistency Evaluation
InfVSR reformulates video superresolution as an autoregressive onestep diffusion model, enabling efficient, scalable processing of long videos with temporal consistency via rolling caches and patchwise supervision.
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FlashVSR: Towards Real-Time Diffusion-Based Streaming Video
Super-Resolution
Published:10/15/2025
Efficient Inference of Diffusion ModelsVideo Super-ResolutionSparse Attention MechanismOne-Step Diffusion Model DistillationLarge-Scale Video Super-Resolution Dataset
FlashVSR enables realtime streaming video superresolution using diffusion models, achieving 17 FPS on 768×1408 videos with a threestage distillation, sparse attention, and light decoder, supported by a largescale VSR120K dataset for improved speed and resolution generalizati
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