ScaleResfusion: Residual Rectified Flow based on Residual Vector Field
Zhenning Shi*, Chen Xu*, Junhao Zhang, Kefei Zhang, Linjie Liu, Zhedong Zheng, Tao Li.
* Equal contribution.
Preprint: arXiv:2607.25275, 2026
This preprint presents ScaleResfusion, a real-world image-restoration framework built on pretrained text-to-image rectified-flow models. It combines residual transport, parameter-efficient fine-tuning, and knowledge distillation to improve restoration efficiency.
The publication page links to the arXiv record and the official implementation.