MRI Gibbs-ringing artifact reduction by means of machine learning using convolutional neural networks.

The proposed method presents a novel and effective approach for Gibbs-ringing reduction in MRI. The convolutional neural network-based approach is simple, computationally efficient, and highly applicable in routine clinical MRI.