CNN denoising for medical image based on wavelet domain

被引:8
作者
Li, Lanjuan [1 ]
Wu, Jingyang [1 ]
Jin, Xinyu [1 ]
机构
[1] Zhejiang Univ, Coll Informat Sci & Elect Engn, Hangzhou, Zhejiang, Peoples R China
来源
2018 NINTH INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY IN MEDICINE AND EDUCATION (ITME 2018) | 2018年
关键词
medical image; denoising; wavelet transform; convolutional neural network;
D O I
10.1109/ITME.2018.00033
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Image denoising is one of the most important directions in image processing. Medical images are often affected by noise and interference from the environment and equipment during acquisition, conversion, and transmission, resulting in degradation. This paper mainly introduces a new convolutional neural network structure for medical image denoising-deep neural network based on wavelet domain (deep wavelet denoising net, DWDN). Our DWDN model exhibits high effectiveness in general medical image denoising tasks and is more excellent in the details of image.
引用
收藏
页码:105 / 109
页数:5
相关论文
共 12 条
[1]  
[Anonymous], P SPIE INT SOC OPTIC
[2]  
[Anonymous], IEEE INT C COMP VIS
[3]  
[Anonymous], P IEEE C COMP VIS
[4]   Nonlocal image and movie denoising [J].
Buades, Antoni ;
Coll, Bartomeu ;
Morel, Jean-Michel .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 2008, 76 (02) :123-139
[5]   Image denoising by sparse 3-D transform-domain collaborative filtering [J].
Dabov, Kostadin ;
Foi, Alessandro ;
Katkovnik, Vladimir ;
Egiazarian, Karen .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2007, 16 (08) :2080-2095
[6]   Nonlocally Centralized Sparse Representation for Image Restoration [J].
Dong, Weisheng ;
Zhang, Lei ;
Shi, Guangming ;
Li, Xin .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2013, 22 (04) :1618-1628
[7]  
LI S. Z., 2009, Markov Random Field Modeling in Image Analysis, V3rd
[8]   An iterative regularization method for total variation-based image restoration [J].
Osher, S ;
Burger, M ;
Goldfarb, D ;
Xu, JJ ;
Yin, WT .
MULTISCALE MODELING & SIMULATION, 2005, 4 (02) :460-489
[9]   Image denoising using scale mixtures of Gaussians in the wavelet domain [J].
Portilla, J ;
Strela, V ;
Wainwright, MJ ;
Simoncelli, EP .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2003, 12 (11) :1338-1351
[10]   Fields of Experts [J].
Roth, Stefan ;
Black, Michael J. .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 2009, 82 (02) :205-229