Using fuzzy competitive Hopfield neural network for image segmentation

被引:0
|
作者
Zhang, Xingming [1 ]
Li, Fengsen [1 ]
机构
[1] Inst of Computing Technology, Chinese Acad of Sciences, Beijing, China
来源
Ruan Jian Xue Bao/Journal of Software | 2000年 / 11卷 / 07期
关键词
Color image processing - Computer vision - Fuzzy sets - Learning algorithms - Neural networks;
D O I
暂无
中图分类号
学科分类号
摘要
Based on the defect of self-organizing learning method, a fuzzy competitive learning method is proposed, and a fuzzy competitive Hopfield neural network for color image segmentation is designed. the fuzzy clustering on gray feature set can be realized by means of mapping image space into gray feature space, then the color image segmentation can be done. The experiment results indicate that the algorithm is of better effect and adaptive ability to noise than Ostu method for binary segmentation, and shows higher processing speed than FCM (fuzzy C mean) algorithms for multi-class segmentation.
引用
收藏
页码:953 / 956
相关论文
共 50 条
  • [1] Modified fuzzy hopfield neural network using for MRI image segmentation
    Rezai-Rad, Gholamali
    Ebrahimi, Reza Valipour
    2006 INTERNATIONAL CONFERENCE ON BIOMEDICAL AND PHARMACEUTICAL ENGINEERING, VOLS 1 AND 2, 2006, : 58 - +
  • [2] 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
  • [3] Memristive competitive hopfield neural network for image segmentation application
    Xu, Cong
    Liao, Meiling
    Wang, Chunhua
    Sun, Jingru
    Lin, Hairong
    COGNITIVE NEURODYNAMICS, 2023, 17 (04) : 1061 - 1077
  • [4] The application of competitive Hopfield neural network to medical image segmentation
    Cheng, KS
    Lin, JS
    Mao, CW
    IEEE TRANSACTIONS ON MEDICAL IMAGING, 1996, 15 (04) : 560 - 567
  • [5] Memristive competitive hopfield neural network for image segmentation application
    Cong Xu
    Meiling Liao
    Chunhua Wang
    Jingru Sun
    Hairong Lin
    Cognitive Neurodynamics, 2023, 17 : 1061 - 1077
  • [6] Fuzzy Hopfield neural network with fixed weight for medical image segmentation
    Chang, CL
    Ching, YT
    OPTICAL ENGINEERING, 2002, 41 (02) : 351 - 358
  • [7] Colour image segmentation using fuzzy clustering techniques and competitive neural network
    Sowmya, B.
    Rani, B. Sheela
    APPLIED SOFT COMPUTING, 2011, 11 (03) : 3170 - 3178
  • [8] Fast image segmentation using C-means based Fuzzy Hopfield neural network
    Kazemi, Farhad Mohamad
    Akbarzadeh-T, Mohamad-R.
    Rahati, Saeid
    Rajabi, Habib
    2008 CANADIAN CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING, VOLS 1-4, 2008, : 1773 - +
  • [9] Multispectral magnetic resonance images segmentation using fuzzy Hopfield neural network
    Lin, JS
    Cheng, KS
    Mao, CW
    INTERNATIONAL JOURNAL OF BIO-MEDICAL COMPUTING, 1996, 42 (03): : 205 - 214
  • [10] Robust segmentation of medical images using competitive Hopfield neural network as a clustering tool
    Roozbahani, RG
    Ghassemian, MH
    Sharafat, AR
    IRANIAN JOURNAL OF SCIENCE AND TECHNOLOGY, 2001, 25 (B3): : 427 - 439