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

被引：0
作者：
Dongsheng Jiang
Weiqiang Dou
Luc Vosters
Xiayu Xu
Yue Sun
Tao Tan
机构：
[1] Fudan University,School of Basic Medical Science, Digital Medical Research Center
[2] Radboud University Medical Center,Department of Radiology and Nuclear Medicine
[3] MR Research China,GE Healthcare
[4] Xi’an Jiaotong University,The Key Laboratory of Biomedical Information Engineering of Ministry of Education, School of Life Science and Technology
[5] Xi’an Jiaotong University,Bioinspired Engineering and Biomechanics Center (BEBC)
[6] Eindhoven University of Technology,Department of Electrical Engineering
[7] Eindhoven University of Technology,Department of Biomedical Engineering
[8] ScreenPoint Medical,undefined
来源：
Japanese Journal of Radiology | 2018年 / 36卷
关键词：
MRI; Denoising; CNN; Rician noise; Deep learning;
D O I：
暂无
中图分类号：
学科分类号：
摘要：
引用
收藏
页码：566 / 574
页数：8
相关论文
共 64 条
[1]  
Martin-Fernandez M(2015)The EM method in a probabilistic wavelet-based MRI denoising Comput Math Methods Med. 2015 182659-86
[2]  
Villullas S(2015)A MRI denoising method based on 3D nonlocal means and multidimensional PCA Comput Math Methods Med. 2015 232389-47
[3]  
Chang L(2015)Denoising of 3D magnetic resonance images by using higher-order singular value decomposition Med Image Anal 19 75-1610
[4]  
ChaoBang G(2015)MRI noise estimation and denoising using non-local PCA Med Image Anal 22 35-S1282
[5]  
Xi Y(2017)A 3d MRI denoising algorithm based on Bayesian theory Biomed Eng Online. 16 25-870
[6]  
Zhang X(2013)Laplacian based non-local means denoising of MR images with rician noise Magn Reson Imaging 31 1599-2202
[7]  
Xu Z(2015)Automatic brain MR image denoising based on texture feature-based artificial neural networks Biomed Mater Eng 26 S1275-3155
[8]  
Jia N(2015)An optimized LMMSE based method for 3D MRI denoising IEEE ACM Trans Comput Biol Bioinform. 12 861-441
[9]  
Manjon JV(2015)A majorize-minimize framework for Rician and non-central chi MR images IEEE Trans Med Imaging 34 2191-27
[10]  
Coupe P(2017)Beyond a Gaussian denoiser: residual learning of deep CNN for image denoising IEEE Trans Image Process 26 3142-66
1234567