ARTIFICIAL BEE COLONY BASED IMAGE CLUSTERING METHOD

被引:0
|
作者
Hancer, Emrah [1 ]
Ozturk, Celal [1 ]
Karaboga, Dervis [1 ]
机构
[1] Erciyes Univ, Fac Engn, Dept Comp Engn, Kayseri, Turkey
关键词
Image clustering; Artificial bee colony algorithm; K-means; Particle swarm optimization; PARTICLE SWARM OPTIMIZATION; ALGORITHM;
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
Clustering plays important role in many areas such as medical applications, pattern recognition, image analysis and statistical data analysis. Image clustering is an application of image analysis in order to support high-level description of image content for image understanding where the goal is finding a mapping of the images into clusters. This paper presents an Artificial Bee Colony (ABC) based image clustering method to find clusters of an image where the number of clusters is specified. The proposed method is applied to three benchmark images and the performance of it is analysed by comparing the results of K-means and Particle Swarm Optimization (PSO) algorithms. The comprehensive results demonstrate both analytically and visually that ABC algorithm can be successfully applied to image clustering.
引用
收藏
页数:5
相关论文
共 50 条
  • [41] Improved artificial bee colony clustering algorithm based on K-means
    Wang Xuemei
    Wang Jin-bo
    MECHATRONICS ENGINEERING, COMPUTING AND INFORMATION TECHNOLOGY, 2014, 556-562 : 3852 - +
  • [42] Artificial bee colony algorithm based on Parzen window method
    Gao, Weifeng
    Wei, Zhifang
    Luo, Yuting
    Cao, Jin
    APPLIED SOFT COMPUTING, 2019, 74 : 679 - 692
  • [43] Artificial Bee Colony Inspired Density Based Clustering with efficient Parameter Selection
    Bose, Ankita
    Mali, Kalyani
    2019 IEEE 16TH INDIA COUNCIL INTERNATIONAL CONFERENCE (IEEE INDICON 2019), 2019,
  • [44] Improved Artificial Bee Colony Optimization-Based Clustering Technique for WSNs
    Famila, S.
    Jawahar, A.
    WIRELESS PERSONAL COMMUNICATIONS, 2020, 110 (04) : 2195 - 2212
  • [45] Improved Artificial Bee Colony Optimization-Based Clustering Technique for WSNs
    S. Famila
    A. Jawahar
    Wireless Personal Communications, 2020, 110 : 2195 - 2212
  • [46] An Improved Possibilistic Fuzzy Entropy Clustering Based on Artificial Bee Colony Algorithm
    Guo, Baofeng
    Jiang, Mingyan
    PROCEEDINGS OF THE 2016 2ND INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND INDUSTRIAL ENGINEERING (AIIE 2016), 2016, 133 : 80 - 83
  • [47] IMAGE ENHANCEMENT BASED ON ARTIFICIAL BEE COLONY ALGORITHM AND FUZZY SET
    Ye Zhiwei
    Zeng Mengdi
    Hu Zhengbing
    Chen Hongwei
    3RD INTERNATIONAL SYMPOSIUM ON INFORMATION ENGINEERING AND ELECTRONIC COMMERCE (IEEC 2011), PROCEEDINGS, 2011, : 127 - 130
  • [48] Artificial bee colony approach for enhancing LSB based image steganography
    Banharnsakun, Anan
    MULTIMEDIA TOOLS AND APPLICATIONS, 2018, 77 (20) : 27491 - 27504
  • [49] Optimization using Artificial Bee Colony based clustering approach for big data
    Ilango, S. Sudhakar
    Vimal, S.
    Kaliappan, M.
    Subbulakshmi, P.
    CLUSTER COMPUTING-THE JOURNAL OF NETWORKS SOFTWARE TOOLS AND APPLICATIONS, 2019, 22 (Suppl 5): : 12169 - 12177
  • [50] Clustering algorithm for AODV Routing Protocol based on Artificial Bee Colony in MANET
    Rattrout, Amjad
    Yasin, Adwan
    Abu-Zant, Mahmoud
    Yasin, Mariam
    Dwaikat, Mohammed
    ICFNDS'18: PROCEEDINGS OF THE 2ND INTERNATIONAL CONFERENCE ON FUTURE NETWORKS AND DISTRIBUTED SYSTEMS, 2018,