Self-Adaptive Threshold Based on Differential Evolution for Image Segmentation

被引:3
|
作者
Guo, Peng [1 ]
Li, Naixiang [1 ]
机构
[1] Tianjin Agr Univ, Dept Comp Sci & Informat Engn, Tianjin, Peoples R China
关键词
Self Adaptive Threshold; 2-Dimentional Entropy; Image Segmentation; Differential Evolution;
D O I
10.1109/ICISCE.2015.108
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
Thresholding is a simple but efficient method for image segmentation, but selections of threshold depend on experiences and trials. We present an approach to generate self-adaptive threshold for image segmentation in this paper, threshold is obtained with 2-dimensional entropy and optimized with Differential Evolution. To obtain a relatively fair threshold, we run Differential Evolution algorithm 30 times, and take average values of 30 times results as threshold, and use it to image segmentation, experimental results show high performance of our method.
引用
收藏
页码:466 / 470
页数:5
相关论文
共 50 条
  • [1] Color Image Quantization Algorithm Based on Self-Adaptive Differential Evolution
    Su, Qinghua
    Hu, Zhongbo
    [J]. COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE, 2013, 2013
  • [2] Self-adaptive differential evolution
    Omran, MGH
    Salman, A
    Engelbrecht, AP
    [J]. COMPUTATIONAL INTELLIGENCE AND SECURITY, PT 1, PROCEEDINGS, 2005, 3801 : 192 - 199
  • [3] Self-adaptive differential evolution methods for unsupervised image classification
    Omran, Mahamed G. H.
    Engelbrecht, Andries P.
    [J]. 2006 IEEE CONFERENCE ON CYBERNETICS AND INTELLIGENT SYSTEMS, VOLS 1 AND 2, 2006, : 80 - +
  • [4] Multiobjective Image Color Quantization Algorithm Based on Self-Adaptive Hybrid Differential Evolution
    Hu, Zhongbo
    Su, Qinghua
    Xia, Xuewen
    [J]. COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE, 2016, 2016
  • [5] Motion Detection Based on Optical Flow and Self-adaptive Threshold Segmentation
    Wei, Shui-gen
    Yang, Lei
    Chen, Zhen
    Liu, Zhen-feng
    [J]. CEIS 2011, 2011, 15
  • [6] Self-adaptive chaos differential evolution
    Guo Zhenyu
    Bo, Cheng
    Min, Ye
    Cao Binggang
    [J]. ADVANCES IN NATURAL COMPUTATION, PT 1, 2006, 4221 : 972 - 975
  • [7] Self-adaptive barebones differential evolution
    Omran, Mahamed G. H.
    Engelbrecht, Andries P.
    Salman, Ayed
    [J]. 2007 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-10, PROCEEDINGS, 2007, : 2858 - +
  • [8] Self-Adaptive Mutation in the Differential Evolution
    Pedrosa Silva, Rodrigo C.
    Lopes, Rodolfo A.
    Guimaraes, Frederico G.
    [J]. GECCO-2011: PROCEEDINGS OF THE 13TH ANNUAL GENETIC AND EVOLUTIONARY COMPUTATION CONFERENCE, 2011, : 1939 - 1946
  • [9] Differential evolution with self-adaptive populations
    Teo, J
    [J]. KNOWLEDGE-BASED INTELLIGENT INFORMATION AND ENGINEERING SYSTEMS, PT 1, PROCEEDINGS, 2005, 3681 : 1284 - 1290
  • [10] A novel self-adaptive differential evolution for feature selection using threshold mechanism
    Fister, Dusan
    Fister, Iztok
    Jagric, Timotej
    Fister, Iztok, Jr.
    Brest, Janez
    [J]. 2018 IEEE SYMPOSIUM SERIES ON COMPUTATIONAL INTELLIGENCE (IEEE SSCI), 2018, : 17 - 24