Medical Image Segmentation Method Based on Genetic Neural Network and Texture Information

被引:0
|
作者
Hua, Liu Shu [1 ]
Sheng, Zhang Chun [1 ]
Jian-Guang, Zhang [1 ]
机构
[1] Hengshui Univ, Dept Math & Comp Sci, Hengshui 053000, Hebei, Peoples R China
关键词
image segmentation; texture information; fractal dimension; genetic neural network; medical image; FRACTAL DIMENSION;
D O I
暂无
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
No exact and general way has been found to the medical image segmentation because it refers to a special field. For the medical image in texture features, people can estimate the fractal dimension and draw the energy of LAWS, and then optimize RBF and its structure and parameter by way of image division principle in genetic neural network and Hybrid hierarchy genetic algorithm (HHGA). Take the way of clock betting in selection operator; imitate the genetic change of Biological reproduction in variation operator and use two points crossing in intersection operator, which is respectively in the controlling gene and parameter gene. The results show that this method can distinguish different texture and produce good segmentation result when applied to certain medical images.
引用
收藏
页码:326 / 329
页数:4
相关论文
共 50 条
  • [21] Texture segmentation with a neural network
    Jahn, H
    Halle, W
    NONLINEAR IMAGE PROCESSING X, 1999, 3646 : 92 - 99
  • [22] MLP neural network classifier for medical image segmentation
    Jarrar, Manel
    Kerkeni, Asma
    Ben Abdallah, Asma
    Bedoui, Mohamed Hedi
    2016 13TH INTERNATIONAL CONFERENCE ON COMPUTER GRAPHICS, IMAGING AND VISUALIZATION (CGIV), 2016, : 88 - 93
  • [23] MEDICAL IMAGE SEGMENTATION BY A CONSTRAINT SATISFACTION NEURAL NETWORK
    CHEN, CT
    TSAO, ECK
    LIN, WC
    IEEE TRANSACTIONS ON NUCLEAR SCIENCE, 1991, 38 (02) : 678 - 686
  • [24] A fuzzy Hopfield neural network for medical image segmentation
    Lin, JS
    Cheng, KS
    Mao, CW
    IEEE TRANSACTIONS ON NUCLEAR SCIENCE, 1996, 43 (04) : 2389 - 2398
  • [25] Dual Encoders Neural Network for Medical Image Segmentation
    Wang, Xin
    2024 5TH INTERNATIONAL CONFERENCE ON COMPUTER ENGINEERING AND APPLICATION, ICCEA 2024, 2024, : 905 - 909
  • [26] Medical Image Segmentation Using the Kohonen Neural Network
    Cunha, A.
    Watanabe, C.
    Carvalho, C., Jr.
    IEEE LATIN AMERICA TRANSACTIONS, 2019, 17 (02) : 297 - 304
  • [27] Texture image segmentation method by using pyramid linking and self-organizing neural network
    Zhang, J
    Oe, S
    PROGRESS IN CONNECTIONIST-BASED INFORMATION SYSTEMS, VOLS 1 AND 2, 1998, : 1191 - 1194
  • [28] Medical image segmentation method based on full perceived dynamic network
    Tang, Wentao
    Deng, Hongmin
    Huang, Zhengwei
    Jiang, Yuanjian
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2025, 142
  • [29] A CT image segmentation method based on wavelet and SOM neural network
    Zheng, Hong
    Huang, Tinglei
    Lin, Ke
    WAVELET ACTIVE MEDIA TECHNOLOGY AND INFORMATION PROCESSING, VOL 1 AND 2, 2006, : 325 - +
  • [30] A Segmentation Method of Ultrasonic CT Image Based on Wavelet Neural Network
    WuYing
    Sun Mingqing
    Li Zhuoqiu
    2009 17TH INTERNATIONAL CONFERENCE ON GEOINFORMATICS, VOLS 1 AND 2, 2009, : 1231 - +