Mutual information medical image registration based on improved genetic algorithms

被引:0
|
作者
机构
[1] Deng, Lihong
[2] Chai, Xinhong
来源
| 1600年 / Universidad Central de Venezuela卷 / 55期
关键词
Cross variation - Genetic manipulations - Image registration algorithm - Mutual information functions - Mutual informations - Normalized mutual information - Pre-operative planning - Standard genetic algorithm;
D O I
暂无
中图分类号
学科分类号
摘要
Medical image registration technology is an important research subject formed by multi-disciplinary subjects, and it involves information processing, computer technology, medical imaging, and many other important disciplines, which is an important adjunct for clinical diagnosis, treatment, and preoperative planning. For the defects of standard genetic algorithm for its slow convergence, easy precocious and other aspects, this paper makes some improvement on across calculation process in genetic manipulation. Besides, for the problem of mutual information image registration algorithms for its high complexity of computational and slow registration, this paper proposes an mutual information medical image registration algorithm based on improved genetic algorithm which uses normalized mutual information as similarity measure, uses mutual information to indicate fitness value of each individual, selects individuals of good fitness to copy the next generation at the same time to eliminate the bad one; finds the best registration parameters when mutual information function got the optimal solution by updating.
引用
收藏
相关论文
共 50 条
  • [1] Rigid Medical Image Registration Based on Genetic Algorithms and Mutual Information
    Wei, Wei
    Liu, Liang
    Hu, Zhongqin
    Zhou, Yujing
    [J]. MATERIALS SCIENCE AND PROCESSING, ENVIRONMENTAL ENGINEERING AND INFORMATION TECHNOLOGIES, 2014, 665 : 712 - 717
  • [2] A survey on mutual information based medical image registration algorithms
    Sengupta, Debapriya
    Gupta, Phalguni
    Biswas, Arindam
    [J]. NEUROCOMPUTING, 2022, 486 : 174 - 188
  • [3] An Improved Medical Image Registration Algorithm Based on Mutual Information
    Lan, Tian
    Jiang, Hongbo
    Ding, Yi
    Qin, Zhiguang
    [J]. 2017 INTERNATIONAL CONFERENCE ON VISION, IMAGE AND SIGNAL PROCESSING (ICVISP), 2017, : 88 - 93
  • [4] An Improved Medical Image Registration Framework Based on Mutual Information
    Yang, Anrong
    Lin, Caixing
    Wang, Cheng
    Li, Hongqiang
    [J]. PROCEEDINGS OF THE 2009 WRI GLOBAL CONGRESS ON INTELLIGENT SYSTEMS, VOL I, 2009, : 588 - +
  • [5] Mutual Information Image Registration Based on Improved Bee Evolutionary Genetic Algorithm
    Xu, Gang
    Tu, Jingzhi
    [J]. PIAGENG 2009: IMAGE PROCESSING AND PHOTONICS FOR AGRICULTURAL ENGINEERING, 2009, 7489
  • [6] Improved elastic medical image registration using mutual information
    Ens, Konstantin
    Schumacher, Hanno
    Franz, Astrid
    Fischer, Bernd
    [J]. MEDICAL IMAGING 2007: IMAGE PROCESSING, PTS 1-3, 2007, 6512
  • [7] A novel medical image registration method based on mutual information and genetic algorithm
    Zhang, HY
    Zhou, XZ
    Sun, JZ
    Zhang, JW
    [J]. COMPUTER GRAPHICS, IMAGING AND VISION: NEW TRENDS, 2005, : 221 - 226
  • [8] Enhanced mutual information based medical image registration
    Pradhan, Smita
    Patra, Dipti
    [J]. IET IMAGE PROCESSING, 2016, 10 (05) : 418 - 427
  • [9] Automatic PET-CT Image Registration Method Based on Mutual Information and Genetic Algorithms
    Marinelli, Martina
    Positano, Vincenzo
    Tucci, Francesco
    Neglia, Danilo
    Landini, Luigi
    [J]. SCIENTIFIC WORLD JOURNAL, 2012,
  • [10] Image Registration Based on Improved Mutual Information with Hybrid Optimizer
    TANG MinCollege of Electrical Engineering
    [J]. Chinese Journal of Biomedical Engineering, 2008, (01) : 18 - 25