Image Segmentation based on Genetic Algorithms and Grey Relational Analysis

被引：0
|
作者：
Gui, Yufeng [1 ]
Su, Peng [1 ]
Chen, Xianqiao [2 ]
机构：
[1] Wuhan Univ Technol, Coll Sci, Wuhan 430070, Peoples R China
[2] Wuhan Univ Technol, Coll Comp, Wuhan 430070, Peoples R China
来源：
JOURNAL OF GREY SYSTEM | 2016年 / 28卷 / 01期
基金：
中国国家自然科学基金; 国家教育部科学基金资助;
关键词：
Image Segmentation; Genetic Algorithms; Fitness Function; Grey Relational Degree;
D O I：
暂无
中图分类号：
O1 [数学];
学科分类号：
0701 ; 070101 ;
摘要：
In order to obtain the optimal segmentation threshold and get rid of the local optimal solution of image segmentation, this paper reconstructs crossover and mutation rate which will not be zero at any time. Meanwhile, crossover and mutation genetic operations are used to search the optimal segmentation threshold, where the fitness function is the largest two-dimensional entropy function. Then, grey correlation analysis, which can get comprehensive correlation between regions, is performed on splitting images to guide region merging. Simulation results show that this method can effectively segment the target area with certain noise immunity.
引用
收藏
页码：45 / 51
页数：7
相关论文
共 50 条
  • [1] Image Segmentation Algorithm based on Improved Genetic Algorithms and Grey Relational Degree Analysis
    Gui Yufeng
    Su Peng
    Chen Xianqiao
    [J]. PROCEEDINGS OF 2015 IEEE INTERNATIONAL CONFERENCE ON GREY SYSTEMS AND INTELLIGENT SERVICES (GSIS), 2015, : 194 - 198
  • [2] Segmentation of Medical Image Based on Grey Relational Analysis
    Zhu, WeiFeng
    Li, Junli
    Chen, Gang
    [J]. 2010 4TH INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOMEDICAL ENGINEERING (ICBBE 2010), 2010,
  • [3] Image segmentation method based on fuzzy entropy and grey relational analysis
    Liu, Yuan-Yuan
    Liu, Wen-Bo
    Zhen, Zi-Yang
    Zhang, Gong
    [J]. Guangdianzi Jiguang/Journal of Optoelectronics Laser, 2008, 19 (09): : 1250 - 1253
  • [4] An evaluation method for the segmentation of ferrograph image based on grey relational analysis
    Wang, Jingqiu
    Xia, Min
    Wang, Xiaolei
    [J]. 2014 INTERNATIONAL CONFERENCE ON INFORMATION SCIENCE, ELECTRONICS AND ELECTRICAL ENGINEERING (ISEEE), VOLS 1-3, 2014, : 701 - 705
  • [5] Image segmentation method based on fuzzy entropy and grey relational analysis
    Liu, Yuanyuan
    Liu, Wenbo
    Zhen, Ziyang
    Zhang, Gong
    [J]. PROCEEDINGS OF THE FOURTH INTERNATIONAL CONFERENCE ON IMAGE AND GRAPHICS, 2007, : 372 - +
  • [6] A novel fuzzy entropy image segmentation approach based on grey relational analysis
    Zhen, Ziyang
    Gu, Zhou
    Liu, Yuanyuan
    [J]. PROCEEDINGS OF 2007 IEEE INTERNATIONAL CONFERENCE ON GREY SYSTEMS AND INTELLIGENT SERVICES, VOLS 1 AND 2, 2007, : 1019 - 1022
  • [7] Image segmentation based on genetic algorithms combination
    Di Gesù, V
    Lo Bosco, G
    [J]. IMAGE ANALYSIS AND PROCESSING - ICIAP 2005, PROCEEDINGS, 2005, 3617 : 352 - 359
  • [8] Application of Image Recognition Based on Grey Relational Analysis
    [J]. Automatic Control and Computer Sciences, 2020, 54 : 371 - 377
  • [9] Application of Image Recognition Based on Grey Relational Analysis
    Li, Hua
    [J]. AUTOMATIC CONTROL AND COMPUTER SCIENCES, 2020, 54 (04) : 371 - 377
  • [10] Optimization-Based Image Segmentation by Genetic Algorithms
    S Chabrier
    C Rosenberger
    B Emile
    H Laurent
    [J]. EURASIP Journal on Image and Video Processing, 2008
12345