MRI reconstruction using deep Bayesian estimation.

The Bayesian estimation significantly improved the reconstruction performance, compared with the conventional ℓ 1 -sparsity prior in compressed sensing reconstruction tasks. More importantly, the proposed reconstruction framework can be generalized for most MRI reconstruction scenarios.