Denoising of 3D magnetic resonance images with multi-channel residual learning of convolutional neural network.

Purpose: To test if the proposed deep learning based denoising method denoising convolutional neural networks (DnCNN) with residual learning and multi-channel strategy can denoise three dimensional MR images with Rician noise robustly.Materials and Methods: Multi-channel DnCNN (MCDnCNN) method with...

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Bibliographic Details
Published in:Japanese Journal of Radiology Vol. 36; no. 9; pp. 566 - 575
Main Authors: Jiang, Dongsheng, Dou, Weiqiang, Vosters, Luc, Xu, Xiayu, Sun, Yue, Tan, Tao
Format: Journal Article
Published: Springer Nature Sep2018
Online Access:View this record in EBSCOhost