Fuzzy clustering image segmentation based on particle swarm optimization

被引:0
|
作者
Feng, Zhanshen [1 ]
Zhang, Boping [1 ]
机构
[1] Department of Information Engineering, Xu Chang University, Xu Chang, Henan, China
关键词
Clustering algorithms - Particle swarm optimization (PSO) - Global optimization - Image analysis - Image segmentation - Image enhancement;
D O I
10.12928/TELKOMNIKA.v13i1.1269
中图分类号
学科分类号
摘要
Image segmentation refers to the technology to segment the image into different regions with different characteristics and to extract useful objectives, and it is a key step from image processing to image analysis. Based on the comprehensive study of image segmentation technology, this paper analyzes the advantages and disadvantages of the existing fuzzy clustering algorithms; integrates the particle swarm optimization (PSO) with the characteristics of global optimization and rapid convergence and fuzzy clustering (FC) algorithm with fuzzy clustering effects starting from the perspective of particle swarm and fuzzy membership restrictions and gets a PSO-FC image segmentation algorithm so as to effectively avoid being trapped into the local optimum and improve the stability and reliability of clustering algorithm. The experimental results show that this new PSO-FC algorithm has excellent image segmentation effects.
引用
收藏
页码:128 / 136
相关论文
共 50 条
  • [1] Research on Image Segmentation Optimization Algorithm based on Chaotic Particle Swarm Optimization and Fuzzy Clustering
    Tan Linglong
    Chen Yehui
    Li Changkai
    PROCEEDINGS OF 2018 7TH INTERNATIONAL CONFERENCE ON SOFTWARE AND COMPUTER APPLICATIONS (ICSCA 2018), 2018, : 178 - 182
  • [2] FCM fuzzy clustering image segmentation algorithm based on fractional particle swarm optimization
    Zhang, Le
    Wang, Jinsong
    An, Zhiyong
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2020, 38 (04) : 3575 - 3584
  • [3] Fuzzy entropy image segmentation based on particle swarm optimization
    Linyi Li a
    ProgressinNaturalScience, 2008, (09) : 1167 - 1171
  • [4] Fuzzy entropy image segmentation based on particle swarm optimization
    Li, Linyi
    Li, Deren
    PROGRESS IN NATURAL SCIENCE-MATERIALS INTERNATIONAL, 2008, 18 (09) : 1167 - 1171
  • [5] Image Segmentation of Thermal Waving Inspection based on Particle Swarm Optimization Fuzzy Clustering Algorithm
    Jin Guofeng
    Zhang Wei
    Yang Zhengwei
    Huang Zhiyong
    Song Yuanjia
    Wang Dongdong
    Tian Gan
    MEASUREMENT SCIENCE REVIEW, 2012, 12 (06): : 296 - 301
  • [6] Adaptive Clustering SOFC Image Segmentation Based on Particle Swarm Optimization
    Yang, Xuefei
    Fu, Xiaowei
    Li, Xi
    2019 3RD INTERNATIONAL CONFERENCE ON MACHINE VISION AND INFORMATION TECHNOLOGY (CMVIT 2019), 2019, 1229
  • [7] Particle Swarm Optimization Clustering based Level Sets for Image Segmentation
    Ganta, Raghotham Reddy
    Zaheeruddin, Syed
    Baddiri, Narsimha
    Rao, R. Rameshwar
    2012 ANNUAL IEEE INDIA CONFERENCE (INDICON), 2012, : 1053 - 1056
  • [8] A sonar image segmentation algorithm based on quantum-inspired particle swarm optimization and fuzzy clustering
    Guo, Yuan
    Wei, Liansuo
    Xu, Xin
    NEURAL COMPUTING & APPLICATIONS, 2020, 32 (22): : 16775 - 16782
  • [9] Image Segmentation Based on Modified Particle Swarm Optimization and Fuzzy C-Means Clustering Algorithm
    Zhou Xian-cheng
    ICICTA: 2009 SECOND INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTATION TECHNOLOGY AND AUTOMATION, VOL I, PROCEEDINGS, 2009, : 611 - 616
  • [10] A sonar image segmentation algorithm based on quantum-inspired particle swarm optimization and fuzzy clustering
    Yuan Guo
    Liansuo Wei
    Xin Xu
    Neural Computing and Applications, 2020, 32 : 16775 - 16782