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
  • [31] A POWERFUL METHOD BASED ON ARTIFICIAL BEE COLONY ALGORITHM FOR TRANSLATIONAL MOTION COMPENSATION OF ISAR IMAGE
    Ustun, Deniz
    Ozdemir, Caner
    Akdagli, Ali
    Toktas, Abdurrahim
    Bicer, Mustafa Berkan
    MICROWAVE AND OPTICAL TECHNOLOGY LETTERS, 2014, 56 (11) : 2691 - 2698
  • [32] A Self-Adaptive Method of Image Contrast Enhancement Based on Artificial Bee Colony Algorithm
    Ma, Miao
    Ding, Shengrong
    Zhu, Yanfei
    2011 AASRI CONFERENCE ON ARTIFICIAL INTELLIGENCE AND INDUSTRY APPLICATION (AASRI-AIIA 2011), VOL 2, 2011, : 104 - 107
  • [33] Research on Modified Artificial Bee Colony Clustering Algorithm
    Cao, Lilu
    Xue, Dashen
    2015 INTERNATIONAL CONFERENCE ON NETWORK AND INFORMATION SYSTEMS FOR COMPUTERS (ICNISC), 2015, : 231 - 235
  • [34] Chaotic gradient artificial bee colony for text clustering
    Kusum Kumari Bharti
    Pramod Kumar Singh
    Soft Computing, 2016, 20 : 1113 - 1126
  • [35] Artificial Bee Colony Algorithm for Image Restoration
    Jie Yang
    Dan Hu
    Yu Weiyu
    PROCEEDINGS OF THE 2016 4TH INTERNATIONAL CONFERENCE ON ELECTRICAL & ELECTRONICS ENGINEERING AND COMPUTER SCIENCE (ICEEECS 2016), 2016, 50 : 968 - 973
  • [36] Chaotic gradient artificial bee colony for text clustering
    Bharti, Kusum Kumari
    Singh, Pramod Kumar
    SOFT COMPUTING, 2016, 20 (03) : 1113 - 1126
  • [37] Artificial bee colony rough clustering algorithm based on mutative precision search
    Li, L. (lilianhappy2012@163.com), 1600, Northeast University (29):
  • [38] A Framework of Fuzzy Partition Based on Artificial Bee Colony for Categorical Data Clustering
    Yanto, Iwan Tri Riyadi
    Saadi, Younes
    Hartama, Dedy
    Ismi, Dewi Pramudi
    Pranolo, Andri
    PROCEEDINGS OF 2016 2ND INTERNATIONAL CONFERENCE ON SCIENCE IN INFORMATION TECHNOLOGY (ICSITECH) - INFORMATION SCIENCE FOR GREEN SOCIETY AND ENVIRONMENT, 2016, : 260 - 263
  • [39] Automatic Data Clustering Based Mean Best Artificial Bee Colony Algorithm
    Alrosan, Ayat
    Alomoush, Waleed
    Alswaitti, Mohammed
    Alissa, Khalid
    Sahran, Shahnorbanun
    Makhadmeh, Sharif Naser
    Alieyan, Kamal
    CMC-COMPUTERS MATERIALS & CONTINUA, 2021, 68 (02): : 1575 - 1593
  • [40] Optimization using Artificial Bee Colony based clustering approach for big data
    S. Sudhakar Ilango
    S. Vimal
    M. Kaliappan
    P. Subbulakshmi
    Cluster Computing, 2019, 22 : 12169 - 12177