DIRformer: A Novel Image Restoration Approach Based on U-shaped Transformer and Diffusion Models. - Cong Hu; Xiao-Zhong Wei; Xiaojun Wu 001 (ACM Trans. Multim. Comput. Commun. Appl., 2025)