Intelligent water drops algorithm for automatic multilevel thresholding of grey-level images using a modified Otsu's criterion

被引:19
作者
Shah-Hosseini, Hamed [1 ]
机构
[1] Shahid Beheshti Univ, Fac Elect & Comp Engn, GC, Tehran, Iran
关键词
intelligent water drops algorithm; Otsu; multilevel thresholding; grey-level images; iterative threshold selection;
D O I
10.1504/IJMIC.2012.046402
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, the newly introduced swarm-based optimisation algorithm called intelligent water drops (IWDs) algorithm is adjusted to optimise a modified Otsu's criterion for automatic multilevel thresholding. The proposed algorithm simply called IWD-AMLT is tested with several grey-level images and its performance is assessed by the peak signal to noise ratio (PSNR) measure. The thresholded images obtained by the IWD-AMLT have high qualities according to the subjective judgement and the PSNR values.
引用
收藏
页码:241 / 249
页数:9
相关论文
共 23 条
[1]   A dynamic max-min ant system for solving the travelling salesman problem [J].
Bonyadi, Mohammad Reza ;
Shah-Hosseini, Hamed .
INTERNATIONAL JOURNAL OF BIO-INSPIRED COMPUTATION, 2010, 2 (06) :422-433
[2]   Novel intelligent water drops optimization approach to single UCAV smooth trajectory planning [J].
Duan, Haibin ;
Liu, Senqi ;
Wu, Jiang .
AEROSPACE SCIENCE AND TECHNOLOGY, 2009, 13 (08) :442-449
[3]   Air Robot Path Planning Based on Intelligent Water Drops Optimization [J].
Duan, Haibin ;
Liu, Senqi ;
Lei, Xiujuan .
2008 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-8, 2008, :1397-1401
[4]  
Fan Y., 2010, INT C FUT INF TECHN, V2, P253
[5]   An improved multi-objective particle swarm optimisation algorithm [J].
Fu, Tiaoping ;
Shang Ya-Ling .
INTERNATIONAL JOURNAL OF MODELLING IDENTIFICATION AND CONTROL, 2011, 12 (1-2) :66-71
[6]   Multilevel Thresholding for Image Segmentation Through an Improved Quantum-Behaved Particle Swarm Algorithm [J].
Gao, Hao ;
Xu, Wenbo ;
Sun, Jun ;
Tang, Yulan .
IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2010, 59 (04) :934-946
[7]   A comparative study of various meta-heuristic techniques applied to the multilevel thresholding problem [J].
Hammouche, Kamal ;
Diaf, Moussa ;
Siarry, Patrick .
ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2010, 23 (05) :676-688
[8]   Time-dependent pheromones and electric-field model: a new ACO algorithm for dynamic traffic routing [J].
Jiang, Biao-bin ;
Chen, Han-ming ;
Ma, Li-na ;
Deng, Lei .
INTERNATIONAL JOURNAL OF MODELLING IDENTIFICATION AND CONTROL, 2011, 12 (1-2) :29-35
[9]  
Kamkar I., 2010, 2010 IEEE International Conference on Systems, Man and Cybernetics (SMC 2010), P4142, DOI 10.1109/ICSMC.2010.5642405
[10]   Fuzzy system identification based on support vector regression and genetic algorithm [J].
Li, Wei ;
Yang, Yupu ;
Yang, Zhong ;
Zhang, Changying .
INTERNATIONAL JOURNAL OF MODELLING IDENTIFICATION AND CONTROL, 2011, 12 (1-2) :50-55