Acquire and then Adapt: Squeezing out Text-to-Image Model for Image Restoration. - Junyuan Deng; Xinyi Wu 002; Yongxing Yang; Congchao Zhu; Song Wang 002; Zhenyao Wu (CVPR, 2025)