Global optimization of mutual information: application to three-dimensional retrospective registration of magnetic resonance images

被引：63
|
作者：
He, RJ [1 ]
Narayana, PA [1 ]
机构：
[1] Univ Texas, Dept Radiol, Houston Med Sch, Houston, TX 77030 USA
来源：
COMPUTERIZED MEDICAL IMAGING AND GRAPHICS | 2002年 / 26卷 / 04期
关键词：
MRI; image registration; mutual information; global optimization; GACS; DIRECT;
D O I：
10.1016/S0895-6111(02)00019-8
中图分类号：
R318 [生物医学工程];
学科分类号：
0831 ;
摘要：
A global optimization technique for image registration, based on mutual information, that can be used in conjunction with a multi-resolution paradigm is described. This technique combines genetic algorithm in continuous space, which is a stochastic method and is very efficient in large search space, with dividing rectangle, which is a deterministic method that theoretically guarantees global optimization and is efficient in small search space. Calculations were performed for determining the optimum parameters for implementing this method. This technique was applied to register magnetic resonance images of brain. For comparison, the registration results using AIR, a commonly employed software package, are presented. (C) 2002 Elsevier Science Ltd. All rights reserved.
引用
收藏
页码：277 / 292
页数：16
相关论文
共 50 条
  • [21] Unsupervised algorithm for the segmentation of three-dimensional magnetic resonance brain images
    Capelle, AS
    Alata, O
    Fernandez-Maloigne, C
    Ferrie, JC
    2001 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL III, PROCEEDINGS, 2001, : 1047 - 1050
  • [22] Three-dimensional Cement Image Registration Based on Multi-layer PSO and Mutual Information
    Zhang, Liangliang
    Yang, Bo
    Wang, Lin
    Zhao, Xiuyang
    Zhou, Jin
    Li, Meihui
    Han, Yamin
    IEEE ICCSS 2016 - 2016 3RD INTERNATIONAL CONFERENCE ON INFORMATIVE AND CYBERNETICS FOR COMPUTATIONAL SOCIAL SYSTEMS (ICCSS), 2016, : 62 - 67
  • [23] Three-dimensional Elastic Image Registration Based on Strain Energy Minimization: Application to Prostate Magnetic Resonance Imaging
    Zhang, Bao
    Arola, Dwayne D.
    Roys, Steve
    Gullapalli, Rao P.
    JOURNAL OF DIGITAL IMAGING, 2011, 24 (04) : 573 - 585
  • [24] Three-dimensional Elastic Image Registration Based on Strain Energy Minimization: Application to Prostate Magnetic Resonance Imaging
    Bao Zhang
    Dwayne D. Arola
    Steve Roys
    Rao P. Gullapalli
    Journal of Digital Imaging, 2011, 24 : 573 - 585
  • [25] Three-dimensional registration and analysis for brain SPECT images
    Liao, YL
    Sun, YN
    Chiu, NT
    2004 IEEE NUCLEAR SCIENCE SYMPOSIUM CONFERENCE RECORD, VOLS 1-7, 2004, : 2715 - 2719
  • [26] Elastic & efficient three-dimensional registration for abdominal images
    Wang, XiuYing
    Ballangan, Cherry
    Feng, David
    ISDA 2006: SIXTH INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS DESIGN AND APPLICATIONS, VOL 2, 2006, : 502 - +
  • [27] A method on calculating high-dimensional mutual information and its application to registration of multiple ultrasound images
    Wang, Bo
    Shen, Yi
    ULTRASONICS, 2006, 44 (SUPPL.) : E79 - E83
  • [28] Study of three-dimensional PET and MR image registration based on higher-order mutual information
    REN Hai-Ping
    Department of Biomedical Engineering
    Nuclear Science and Techniques, 2002, (02) : 65 - 71
  • [29] Multi-resolution three-dimensional multi-modality image registration by maximization of mutual information
    Ren, HP
    Yang, H
    Wu, WK
    PROCEEDINGS OF THE 23RD ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-4: BUILDING NEW BRIDGES AT THE FRONTIERS OF ENGINEERING AND MEDICINE, 2001, 23 : 2411 - 2413
  • [30] Detection of suspected malignant patterns in three-dimensional magnetic resonance breast images
    El-Kwae, EA
    Fishman, JE
    Bianchi, MJ
    Pattany, PM
    Kabuka, MR
    JOURNAL OF DIGITAL IMAGING, 1998, 11 (02) : 83 - 93
12345