A novel multi-dimensional analysis model is learnt to recover higher quality MRI sequences. The dynamic MRI reconstruction is formulated as a higher-dimensional low rank plus sparse tensor reconstruction problem. An efficient numerical algorithm based on ADMM is proposed to solve the optimization problem.