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
  • [41] Parzen-window based normalized mutual information for medical image registration
    Xu, Rui
    Chen, Yen-Wei
    Tang, Song-Yuan
    Morikawa, Shigehiro
    Kurumi, Yoshimasa
    IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 2008, E91D (01): : 132 - 144
  • [42] Medical image registration based on maximization of mutual information and particle swarm optimization
    Li, Qi
    Ji, Hongbing
    FIFTH INTERNATIONAL CONFERENCE ON PHOTONICS AND IMAGING IN BIOLOGY AND MEDICINE, PTS 1 AND 2, 2007, 6534
  • [43] Medical image registration algorithm research based on mutual information similarity measure - art. no. 662506
    Zhao Jianping
    Yang huamin
    Ding ying
    INTERNATIONAL SYMPOSIUM ON PHOTOELECTRONIC DETECTION AND IMAGING 2007: RELATED TECHNOLOGIES AND APPLICATIONS, 2008, 6625 : 62506 - 62506
  • [44] Multimodality Medical Image Registration and Fusion Techniques Using Mutual Information and Genetic Algorithm-Based Approaches
    Bhattacharya, Mahua
    Das, Arpita
    SOFTWARE TOOLS AND ALGORITHMS FOR BIOLOGICAL SYSTEMS, 2011, 696 : 441 - 449
  • [45] Infrared and visible light image registration algorithm based on clustering and mutual information
    Cheng, Feiyan
    Shi, Junsheng
    Yun, Lijun
    Huang, Xiaoqiao
    Chen, Zaiqing
    Du, Zhenhua
    OPTOELECTRONIC IMAGING AND MULTIMEDIA TECHNOLOGY V, 2018, 10817
  • [46] An algorithm for object function optimization in mutual information-based image registration
    Cao, Zhiguo
    Zheng, Yi
    Wang, Yong
    Yan, RuiCheng
    CISP 2008: FIRST INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING, VOL 4, PROCEEDINGS, 2008, : 426 - 430
  • [47] A parallel mutual information based image registration algorithm for applications in remote sensing
    Du, Yunfei
    Zhou, Haifang
    Wang, Panfeng
    Yang, Xuejun
    Liu, Hengzhu
    PARALLEL AND DISTRIBUTED PROCESSING AND APPLICATIONS, 2006, 4330 : 464 - +
  • [48] Rigid medical image registration and its association with mutual information
    Fookes, C
    Bennamoun, M
    INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2003, 17 (07) : 1167 - 1206
  • [49] Medical Image Registration Using Mutual Information Similarity Measure
    Khalifa, Mohamed E.
    Elmessiry, Haitham M.
    ElBahnasy, Khaled A.
    Ramadan, Hassan M. M.
    13TH INTERNATIONAL CONFERENCE ON BIOMEDICAL ENGINEERING, VOLS 1-3, 2009, 23 (1-3): : 151 - +
  • [50] Mutual information extremal optimization for multimodal medical image registration
    Cespedes Sanchez, Pedro Pablo
    Legal Ayala, Horacio
    Schaerer, Christian E.
    PROCEEDINGS OF THE 2014 XL LATIN AMERICAN COMPUTING CONFERENCE (CLEI), 2014,