Color Image Segmentation by Multilevel Thresholding Based on Harmony Search Algorithm

被引：2
|
作者：
Tuba, Viktor [1 ]
Beko, Marko [2 ]
Tuba, Milan [3 ]
机构：
[1] John Naisbitt Univ, Grad Sch Comp Sci, Belgrade, Serbia
[2] Univ Lusofona Humanidades & Tecnol, Dept Comp Engn, Lisbon, Portugal
[3] State Univ Novi Pazar, Dept Tech Sci, Novi Pazar, Serbia
来源：
INTELLIGENT DATA ENGINEERING AND AUTOMATED LEARNING - IDEAL 2017 | 2017年 / 10585卷
关键词：
Harmony search algorithm; Metaheuristic algorithms; Image segmentation; Otsu's method; Multilevel thresholding; Color images;
D O I：
10.1007/978-3-319-68935-7_62
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
One of the important problems and active research topics in digital image precessing is image segmentation where thresholding is a simple and effective technique for this task. Multilevel thresholding is computationally complex task so different metaheuristics have been used to solve it. In this paper we propose harmony search algorithm for finding optimal threshold values in color images by Otsu's method. We tested our proposed algorithm on six standard benchmark images and compared the results with other approach from literature. Our proposed method outperformed other approach considering all performance metrics.
引用
收藏
页码：571 / 579
页数：9
相关论文
共 50 条
  • [1] Multilevel thresholding image segmentation based on energy curve with harmony Search Algorithm
    Srikanth, R.
    Bikshalu, K.
    [J]. AIN SHAMS ENGINEERING JOURNAL, 2021, 12 (01) : 1 - 20
  • [2] Multilevel Thresholding Segmentation Based on Harmony Search Optimization
    Oliva, Diego
    Cuevas, Erik
    Pajares, Gonzalo
    Zaldivar, Daniel
    Perez-Cisneros, Marco
    [J]. JOURNAL OF APPLIED MATHEMATICS, 2013,
  • [3] A Hybrid of Fireworks and Harmony Search Algorithm for Multilevel Image Thresholding
    Shivali
    Maurya, Lalit
    Sharma, Ekta
    Mahapatra, Prasant
    Doegar, Amit
    [J]. ADVANCED COMPUTING AND COMMUNICATION TECHNOLOGIES, 2018, 562 : 11 - 21
  • [4] Modified firefly algorithm based multilevel thresholding for color image segmentation
    He, Lifang
    Huang, Songwei
    [J]. NEUROCOMPUTING, 2017, 240 : 152 - 174
  • [5] Backtracking search algorithm for color image multilevel thresholding
    S. Pare
    A. K. Bhandari
    A. Kumar
    V. Bajaj
    [J]. Signal, Image and Video Processing, 2018, 12 : 385 - 392
  • [6] Backtracking search algorithm for color image multilevel thresholding
    Pare, S.
    Bhandari, A. K.
    Kumar, A.
    Bajaj, V.
    [J]. SIGNAL IMAGE AND VIDEO PROCESSING, 2018, 12 (02) : 385 - 392
  • [7] An improved harmony search algorithm for multilevel image segmentation
    Guo, Zhaolu
    Yue, Xuezhi
    Liu, Gang
    Wang, Shenwen
    Li, Kangshun
    [J]. ICIC Express Letters, 2015, 9 (09): : 2531 - 2536
  • [8] A novelty harmony search algorithm of image segmentation for multilevel thresholding using learning experience and search space constraints
    Xinli Li
    Xiaoxiao Li
    Guotian Yang
    [J]. Multimedia Tools and Applications, 2023, 82 : 703 - 723
  • [9] A novelty harmony search algorithm of image segmentation for multilevel thresholding using learning experience and search space constraints
    Li, Xinli
    Li, Xiaoxiao
    Yang, Guotian
    [J]. MULTIMEDIA TOOLS AND APPLICATIONS, 2023, 82 (01) : 703 - 723
  • [10] Modified Grasshopper Algorithm-Based Multilevel Thresholding for Color Image Segmentation
    Liang, Hongnan
    Jia, Heming
    Xing, Zhikai
    Ma, Jun
    Peng, Xiaoxu
    [J]. IEEE ACCESS, 2019, 7 : 11258 - 11295
12345