The decoupling method provides three key advantages compared to existing MRI reconstruction frameworks: it effectively incorporates prior knowledge of MRI structure using information from various angular perspectives, merges 4D data into multiple subspaces to streamline feature processing within each subspace, and showcases a flexible nature suitable for various tasks related to MR image processing.