Structure based non-local mean method for diffusion weighted image denoising

被引:0
|
作者
Chu Chun-Yu [1 ]
Zhang Lei [2 ]
机构
[1] Bohai Univ, Coll Engn, Jinzhou, Peoples R China
[2] Shenyang Aircraft Design Inst, Shenyang, Peoples R China
基金
中国国家自然科学基金;
关键词
diffusion magnetic resonance imaging; diffusion-weighted image; image denoising; intravoxel fiber structure; non-local mean;
D O I
10.1109/yac.2019.8787681
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
To improve the signal to noise ratio of the diffusion-weighted image, a non-local mean based denoising method was proposed. The method constructs the weighted coefficients according to the dissimilarity of intravoxel fiber structure between two voxels and then smooths the diffusion-weighted images. The experiments on phantom data demonstrated that the proposed method was superior to the conventional non-local mean method according to the regional homogeneity. Furthermore, the intravoxel fiber structure estimating results on the data denoised by the proposed method was more consistent with the real fiber structure. The experiment results demonstrated the proposed method was an available diffusion-weighted image denoising method.
引用
收藏
页码:111 / 114
页数:4
相关论文
共 50 条
  • [1] Learning Non-local Image Diffusion for Image Denoising
    Qiao, Peng
    Dou, Yong
    Feng, Wensen
    Li, Rongchun
    Chen, Yunjin
    PROCEEDINGS OF THE 2017 ACM MULTIMEDIA CONFERENCE (MM'17), 2017, : 1847 - 1855
  • [2] Non-local mean denoising in diffusion tensor space
    Su, Baihai
    Liu, Qiang
    Chen, Jie
    Wu, Xi
    EXPERIMENTAL AND THERAPEUTIC MEDICINE, 2014, 8 (02) : 447 - 453
  • [3] Adaptive Image Denoising Method Based On Non-local Means Filtering
    Wang, Jing
    Su, Jia
    Hou, Yan-li
    Hou, Wei-min
    2015 7TH INTERNATIONAL CONFERENCE ON MODELLING, IDENTIFICATION AND CONTROL (ICMIC), 2014, : 624 - 627
  • [4] Validity of non-local mean filter and novel denoising method
    Xiangyuan LIU
    Zhongke WU
    Xingce WANG
    虚拟现实与智能硬件(中英文), 2023, 5 (04) : 338 - 350
  • [5] A Geometric Structure Based Non Local Mean Image Denoising Algorithm
    Shi, Lei
    IEEE ACCESS, 2023, 11 : 91145 - 91156
  • [6] Mixed image denoising using weighted coding and non-local similarity
    Tallapragada, V. V. Satyanarayana
    Manga, N. Alivelu
    Kumar, G. V. Pradeep
    Naresh, M. Venkata
    SN APPLIED SCIENCES, 2020, 2 (06):
  • [7] Mixed image denoising using weighted coding and non-local similarity
    V. V. Satyanarayana Tallapragada
    N. Alivelu Manga
    G. V. Pradeep Kumar
    M. Venkata Naresh
    SN Applied Sciences, 2020, 2
  • [8] Multispectral image denoising with optimized vector non-local mean filter
    Ben Said, Ahmed
    Hadjidj, Rachid
    Melkemi, Kamal Eddine
    Foufou, Sebti
    DIGITAL SIGNAL PROCESSING, 2016, 58 : 115 - 126
  • [9] Non-local means variants for denoising of diffusion-weighted and diffusion tensor MRI
    Wiest-Daessle, Nicolas
    Prima, Sylvain
    Coupe, Pierrick
    Morrissey, Sean Patrick
    Barillot, Christian
    MEDICAL IMAGE COMPUTING AND COMPUTER-ASSISTED INTERVENTION- MICCAI 2007, PT 2, PROCEEDINGS, 2007, 4792 : 344 - +
  • [10] Image Denoising Based on Improved Non-local Algorithm
    Xue, Feng
    Fan, Wei-hong
    Liu, Quan-sheng
    ADVANCED RESEARCH ON COMPUTER SCIENCE AND INFORMATION ENGINEERING, PT I, 2011, 152 : 283 - +