An Improved Medical Image Registration Algorithm Based on Mutual Information

被引:1
|
作者
Lan, Tian [1 ]
Jiang, Hongbo [1 ]
Ding, Yi [1 ]
Qin, Zhiguang [1 ]
机构
[1] Univ Elect Sci & Technol China, Sch Informat & Software Engn, Chengdu, Sichuan, Peoples R China
基金
中国国家自然科学基金;
关键词
mutual information; medical image; registration; moments; NONRIGID REGISTRATION; CT;
D O I
10.1109/ICVISP.2017.9
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Medical image registration is widely used in clinical diagnosis, treatment, quality assurance and it's also the prerequisite to realize the fusion and reconstruction. This paper presents an improved medical image registration algorithm based on mutual information. First of all, B-spline gradient operator is adopted to detect edges of the reference image and the floating image and then get binarization image respectively. Next, in order to obtain the centroid coordinates, the moments of the binarization image is calculated. According to the edge detection operator, the rotation angle of the reference image and floating image are obtained. In this paper, improved mutual information (IMI) is used as a measure of similarity between the reference and floating images. The experimental results show that the proposed algorithm has the advantages of low computational complexity and high accuracy, and overcomes the shortcomings of the traditional mutual information easily falling into local optimum.
引用
收藏
页码:88 / 93
页数:6
相关论文
共 50 条
  • [31] Multi-modal Medical Image Registration Based on Gradient of Mutual Information and Hybrid Genetic Algorithm
    Huang, Xiaosheng
    Zhang, Fang
    [J]. 2010 THIRD INTERNATIONAL SYMPOSIUM ON INTELLIGENT INFORMATION TECHNOLOGY AND SECURITY INFORMATICS (IITSI 2010), 2010, : 125 - 128
  • [32] An Improved 2D-3D Medical Image Registration Algorithm based on Modified Mutual Information and Expanded Powell Method
    Lei, Yang
    Zhang, Yan
    [J]. PROCEEDINGS OF 2013 IEEE INTERNATIONAL CONFERENCE ON MEDICAL IMAGING PHYSICS AND ENGINEERING (ICMIPE), 2013, : 24 - 29
  • [33] Automatic medical image registration using mutual information
    Kumagai, Kazuaki
    Sasaki, Takehisa
    Yamaguchi, Keiichiro
    Margaretha, Sulistyoningsih
    Miyake, Masayasu
    Watanuki, Shoichi
    Tashiro, Manabu
    Itoh, Masatoshi
    [J]. FUTURE MEDICAL ENGINEERING BASED ON BIONANOTECHNOLOGY, PROCEEDINGS, 2006, : 755 - +
  • [34] A Fast Algorithm to Estimate Mutual Information for Image Registration
    Hu, Yongxiang
    Tang, Jingtian
    Jiang, Hong
    Peng, Sancheng
    [J]. PROCEEDINGS OF THE 9TH INTERNATIONAL CONFERENCE FOR YOUNG COMPUTER SCIENTISTS, VOLS 1-5, 2008, : 720 - +
  • [35] A novel method of medical image registration based on feature point mutual information
    Wei, Benzheng
    Zhao, Zhimin
    Peng, Xin
    [J]. Journal of Information and Computational Science, 2010, 7 (02): : 559 - 566
  • [36] Medical Image Registration Based Low-pass Filters and Mutual Information
    Chen, Xian Yi
    Zhou, Kai Li
    [J]. PROCEEDINGS OF THE SECOND INTERNATIONAL CONFERENCE ON MODELLING AND SIMULATION (ICMS2009), VOL 2, 2009, : 86 - 89
  • [37] Implementation of mutual information based multi-modality medical image registration
    Luo, SQ
    Li, X
    [J]. PROCEEDINGS OF THE 22ND ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-4, 2000, 22 : 1447 - 1450
  • [38] Medical image registration using Edgeworth-based approximation of Mutual Information
    Rubeaux, M.
    Nunes, J. -C.
    Albera, L.
    Garreau, M.
    [J]. IRBM, 2014, 35 (03) : 139 - 148
  • [39] Robust medical image registration based on phase congruency and regional mutual information
    Lu, Z. T.
    Yang, W.
    Zhang, M. H.
    Feng, Q. J.
    Chen, W. F.
    [J]. IMAGING SCIENCE JOURNAL, 2013, 61 (05): : 458 - 466
  • [40] Non rigid medical image registration based on the maximization of quadratic mutual information
    Atif, J
    Ripoche, X
    Coussinet, C
    Osorio, A
    [J]. PROCEEDINGS OF THE IEEE 29TH ANNUAL NORTHEAST BIOENGINEERING CONFERENCE, 2003, : 71 - 72