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Linjie Liu

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Preprint Jul 2026

ScaleResfusion: Residual Rectified Flow based on Residual Vector Field

ScaleResfusion is presented, a scalable diffusion framework for real-world image restoration built on pre-trained text-to-image rectified-flow models that achieves state-of-the-art performance with much higher efficiency and a knowledge-distillation pipeline to reduce sampling cost while maintaining restoration quality.

Zhenning Shi, Chengxin Xu, Junhao Zhang et al. · 0 citations