IR-CM: TheFastandGeneral-purposeImage RestorationMethodBasedonConsistencyModel

Finally, to avoid trivial solutions and stabilize model training, we introduce a simple origin-guided loss. To validate the effectiveness ofour proposed method, we conducted experiments on tasks including image deraining, denoising, deblurring, and low-light image enhancement.