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SURF: Signature-Retained Fast Video Generation

SURF tackles a practical bottleneck for teams experimenting with video generation: 720p inference can take 50+ minutes on Wan2.1. The paper’s two-stage approach keeps more of the base model’s layout, motion, and semantic “signature” while speeding generation up. For graphics programmers, the interesting bit is that it’s designed as a plug-in rather than a full model rewrite.

First reported 6 months ago • video-generation diffusion inference-optimization high-resolution
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SURF: Signature-Retained Fast Video Generation

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