Tsallis entropy based multilevel thresholding for colored satellite image segmentation using evolutionary algorithms

Expert Systems with Applications

Volumn 42, Issue 22, 2015, Pages 8707-8730

  Bhandari, A K ^a   Kumar, A ^a   Singh, G K ^b  

^a PDPM INDIAN INSTITUTE OF INFORMATION TECHNOLOGY   (India)

^b INDIAN INSTITUTE OF TECHNOLOGY ROORKEE   (India)

Author keywords

Colored image segmentation; Cuckoo search algorithm; Multilevel thresholding; Nature inspired optimization algorithms; Tsallis entropy

Indexed keywords

ALGORITHMS; COLOR IMAGE PROCESSING; ENTROPY; EVOLUTIONARY ALGORITHMS; OPTIMIZATION; PARTICLE SWARM OPTIMIZATION (PSO); REAL TIME SYSTEMS; SATELLITES; STATISTICAL MECHANICS;

ARTIFICIAL BEE COLONY ALGORITHMS; COLOR IMAGE SEGMENTATION; CUCKOO SEARCH ALGORITHMS; DIFFERENTIAL EVOLUTION; LONG RANGE INTERACTIONS; MULTILEVEL THRESHOLDING; OPTIMIZATION ALGORITHMS; TSALLIS ENTROPIES;

IMAGE SEGMENTATION;

EID: 84940459292     PISSN: 09574174     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.eswa.2015.07.025     Document Type: Article

References (74)

1. Agrawal S., Panda R., Bhuyan S., Panigrahi B.K. Tsallis entropy based optimal multilevel thresholding using cuckoo search algorithm Swarm and Evolutionary Computation 11 2013 16 30
2. Akay B. A study on particle swarm optimization and artificial bee colony algorithms for multilevel thresholding Applied Soft Computing 13 6 2013 3066 3091
3. Akay B., Karaboga D. A survey on the applications of artificial bee colony in signal, image, and video processing Signal, Image and Video Processing 2015 1 24
4. Ali M., Siarry P., Pant M. An efficient differential evolution based algorithm for solving multi-objective optimization problems European journal of operational research 217 2 2012 404 416
5. Arora S., Acharya J., Verma A., Panigrahi P.K. Multilevel thresholding for image segmentation through a fast statistical recursive algorithm Pattern Recognition Letters 29 2 2008 119 125
6. Bakhshali M.A., Shamsi M. Segmentation of color lip images by optimal thresholding using bacterial foraging optimization (BFO) Journal of Computational Science 5 2 2014 251 257
7. Bayraktar Z., Komurcu M., Bossard J.A., Werner D.H. The wind driven optimization technique and its application in electromagnetics IEEE transactions on antennas and propagation 61 5 2013 2745 2757
8. Bayraktar Z., Turpin J.P., Werner D.H. Nature-inspired optimization of high-impedance metasurfaces with ultrasmall interwoven unit cells IEEE Letters on Antennas and Wireless Propagation 10 2011 1563 1566
9. Bhandari A.K., Kumar A., Padhy P.K. Enhancement of low contrast satellite images using discrete cosine transform and singular value decomposition World Academy of Science, Engineering and Technology 55 2011 35 41
10. Bhandari A.K., Kumar A., Singh G.K. Feature extraction using normalized difference vegetation index (NDVI): A case study of Jabalpur city Procedia Technology 6 2012 612 621
11. Bhandari A.K., Kumar A., Singh G.K. Modified artificial bee colony based computationally efficient multilevel thresholding for satellite image segmentation using Kapur's, Otsu and Tsallis functions Expert Systems with Applications 42 3 2015 1573 1601
12. Bhandari A.K., Kumar A., Singh G.K., Soni V. Performance study of evolutionary algorithm for different wavelet filters for satellite image denoising using sub-band adaptive threshold Journal of Experimental & Theoretical Artificial Intelligence 2015 1 25 (in press)
13. Bhandari A.K., Singh V.K., Kumar A., Singh G.K. Cuckoo search algorithm and wind driven optimization based study of satellite image segmentation for multilevel thresholding using Kapur's entropy Expert Systems with Applications 41 7 2014 3538 3560
14. Bhandari A.K., Soni V., Kumar A., Singh G.K. Artificial bee colony-based satellite image contrast and brightness enhancement technique using DWT-SVD International Journal of Remote Sensing 35 5 2014 1601 1624
15. Bhandari A.K., Soni V., Kumar A., Singh G.K. Cuckoo search algorithm based satellite image contrast and brightness enhancement using DWT-SVD ISA Transaction 53 4 2014 1286 1296
16. Chang C.I., Du Y., Wang J., Guo S.M., Thouin P.D. Survey and comparative analysis of entropy and relative entropy thresholding techniques IEE Proceedings Vision Image Signal Processing 153 6 2006 837 850
17. Civicioglu P., Besdok E. A conceptual comparison of the Cuckoo-search, particle swarm optimization, differential evolution and artificial bee colony algorithms Artificial Intelligence Review 39 4 2013 315 346
18. Cuevas E., Sención F., Zaldivar D., Pérez-Cisneros M., Sossa H. A multi-threshold segmentation approach based on artificial bee colony optimization Applied Intelligence 37 3 2012 321 336
19. Cuevas E., Zaldivar D., Pérez-Cisneros M. A novel multi-threshold segmentation approach based on differential evolution optimization Expert Systems with Applications 37 7 2010 5265 5271
20. Dey S., Saha I., Bhattacharyya S., Maulik U. Multi-level thresholding using quantum inspired meta-heuristics Knowledge-Based Systems 67 2014 373 400
21. Dirami A., Hammouche K., Diaf M., Siarry P. Fast multilevel thresholding for image segmentation through a multiphase level set method Signal Processing 93 1 2013 139 153
22. Gao H., Xu W., Sun J., Tang Y. Multilevel thresholding for image segmentation through an improved quantum-behaved particle swarm algorithm IEEE Transactions on Instrumentation and Measurement 59 4 2013 934 946
23. Ghamisi P., Couceiro M.S., Benediktsson J.A., Ferreira N.M. An efficient method for segmentation of images based on fractional calculus and natural selection Expert Systems with Applications 39 16 2012 12407 12417
24. Ghamisi P., Couceiro M.S., Martins F.M., Benediktsson J.A. Multilevel image segmentation based on fractional-order Darwinian particle swarm optimization IEEE Transactions on Geoscience and Remote Sensing 52 5 2013 2382 2394
25. Hamdaoui F., Sakly A., Mtibaa A. An Efficient multilevel thresholding method for image segmentation based on the hybridization of modified PSO and Otsu's method Computational intelligence applications in modeling and control 2015 Springer International Publishing 343 367
26. Hammouche K., Diaf M., Siarry P. A multilevel automatic thresholding method based on a genetic algorithm for a fast image segmentation Computer Vision and Image Understanding 109 2 2008 163 175
27. Hammouche K., Diaf M., Siarry P. A comparative study of various meta-heuristic techniques applied to the multilevel thresholding problem Engineering Applications of Artificial Intelligence 23 5 2010 676 688
28. Horng M.H. A multilevel image thresholding using the honey bee mating optimization Applied Mathematics and Computation 215 9 2010 3302 3310
29. Horng M.H. Multilevel minimum cross entropy threshold selection based on the honey bee mating optimization Expert Systems with Applications 37 6 2010 4580 4592
30. Horng M.H. Multilevel thresholding selection based on the artificial bee colony algorithm for image segmentation Expert Systems with Applications 38 11 2011 13785 13791
31. Horng M.H., Liou R.J. Multilevel minimum cross entropy threshold selection based on the firefly algorithm Expert Systems with Applications 38 12 2011 14805 14811
32. Kapur J.N., Sahoo P.K., Wong A.K.C. A new method for gray-level picture thresholding using the entropy of the histogram Computer Vision Graphics Image Processing 29 3 1985 273 285
33. Karaboga D. (2005). An idea based on honey bee swarm for numerical optimization: Technical Report-TR06 (p. 200). Kayseri, Turkey: Erciyes University.
34. Kennedy J., Eberhart R.C. Particle swarm optimization Proceeding IEEE international conference on neural networks 4 1995 1942 1948
35. Kumar A., Bhandari A.K., Padhy P. Improved normalised difference vegetation index method based on discrete cosine transform and singular value decomposition for satellite image processing IET Signal Processing 6 7 2012 617 625
36. Kumar S., Kumar P., Sharma T.K., Pant M. Bi-level thresholding using PSO, artificial bee colony and MRLDE embedded with Otsu method Memetic Computing 5 4 2013 323 334
37. Kurban T., Civicioglu P., Kurban R., Besdok E. Comparison of evolutionary and swarm based computational techniques for multilevel color image thresholding Applied Soft Computing 23 2014 128 143
38. Lee L.K., Liew S.C., Thong W.J. A review of image segmentation methodologies in medical image Advanced computer and communication engineering technology 2015 Springer International Publishing 1069 1080
39. Li C.H., Lee C.K. Minimum cross entropy thresholding Pattern Recognition 26 1993 617 625
40. Li Y., Jiao L., Shang R., Stolkin R. Dynamic-context cooperative quantum-behaved particle swarm optimization based on multilevel thresholding applied to medical image segmentation Information Sciences 294 2015 408 422
41. Lin Q., Ou C. Tsallis entropy and the long-range correlation in image thresholding Signal Processing 92 12 2012 2931 2939
42. Liu Y., Mu C., Kou W., Liu J. Modified particle swarm optimization-based multilevel thresholding for image segmentation Soft Computing 2014 1 17
43. Ma M., Liang J., Guo M., Fan Y., Yin Y. SAR image segmentation based on artificial bee colony algorithm Applied Soft Computing 11 8 2011 5205 5214
44. Maitra M., Chatterjee A. A hybrid cooperative-comprehensive learning based PSO algorithm for image segmentation using multilevel thresholding Expert Systems with Applications 34 2 2008 1341 1350
45. Manikandan S., Ramar K., Willjuice I.M., Srinivasagan K.G. Multilevel thresholding for segmentation of medical brain images using real coded genetic algorithm Measurement 47 2014 558 568
46. Oliva D., Cuevas E., Pajares G., Zaldivar D., Perez-Cisneros M. Multilevel thresholding segmentation based on harmony search optimization Journal of Applied Mathematics 2013 1 24
47. Oliva D., Cuevas E., Pajares G., Zaldivar D., Osuna V. A multilevel thresholding algorithm using electromagnetism optimization Neurocomputing 139 2014 357 381
48. Otsu N. A threshold selection method from gray-level histograms IEEE Transactions on Systems Man Cybernetics SMC-9 1 1979 62 66
49. Panda R., Agrawal S., Bhuyan S. Edge magnitude based multilevel thresholding using Cuckoo search technique Expert Systems with Applications 40 18 2013 7617 7628
50. Patra S., Gautam R., Singla A. A novel context sensitive multilevel thresholding for image segmentation Applied Soft Computing 23 2014 122 127
51. Peng B., Zhang L., Zhang D. A survey of graph theoretical approaches to image segmentation Pattern Recognition 46 3 2013 1020 1038
52. Poli R., Kennedy J., Blackwell T. Particle swarm optimization: An overview Swarm Intelligence 1 1 2007 33 57
53. Portes de Albuquerque M., Esquef I.A., Gesualdi M.A.R. Image thresholding using Tsallis entropy Pattern Recognition Letters 25 9 2004 1059 1065
54. Sahoo P.K., Arora G. Image thresholding using two-dimensional Tsallis-Havrda-Charvát entropy Pattern Recognition Letters 27 6 2006 520 528
55. Sammouda R., Adgaba N., Touir A., Al-Ghamdi A. Agriculture satellite image segmentation using a modified artificial Hopfield neural network Computers in Human Behavior 30 2014 436 441
56. Sanyal N., Chatterjee A., Munshi S. An adaptive bacterial foraging algorithm for fuzzy entropy based image segmentation Expert Systems with Applications 38 12 2011 15489 15498
57. Sathya P.D., Kayalvizhi R. PSO-based Tsallis thresholding selection procedure for image segmentation International Journal of Computer Applications 5 4 2010 39 46
58. Sathya P.D., Kayalvizhi R. Modified bacterial foraging algorithm based multi-level thresholding for image segmentation Engineering Applications of Artificial Intelligence 24 2011 595 615
59. Sathya P.D., Kayalvizhi R. Optimal multilevel thresholding using bacterial foraging algorithm Expert Systems with Applications 38 12 2011 15549 15564
60. Soni V., Bhandari A.K., Kumar A., Singh G.K. Improved sub-band adaptive thresholding function for denoising of satellite image based on evolutionary algorithms IET Signal Processing 7 8 2013 720 730
61. Sri Madhava Raja N, Rajinikanth V., Latha K. Otsu based optimal multilevel image thresholding using firefly algorithm Modelling and Simulation in Engineering 2014 1 17
62. Storn R., Price K. Differential evolution - A simple and efficient heuristic for global optimization over continuous spaces Journal of global optimization 11 4 1997 341 359
63. Tang K., Yuan X., Sun T., Yang J., Gao S. An improved scheme for minimum cross entropy threshold selection based on genetic algorithm Knowledge-Based Systems 24 8 2011 1131 1138
64. Tao W., Jin H., Liu L. Object segmentation using ant colony optimization algorithm and fuzzy entropy Pattern Recognition Letters 28 7 2007 788 796
65. Tao W.B., Tian J.W., Liu J. Image segmentation by three-level thresholding based on maximum fuzzy entropy and genetic algorithm Pattern Recognition Letters 24 16 2003 3069 3078
66. Tsai W. Moment-preserving thresholding: A new approach Computer Vision Graphics and Image Processing 29 1985 377 393
67. Xue J.H., Titterington D.M. Median-based image thresholding Image and Vision Computing 29 9 2011 631 637
68. Yang X.S. Nature-inspired metaheuristic algorithms 2008 Luniver Press
69. Yang X.S. Firefly algorithms for multimodal optimization Stochastic algorithms: Foundations and applications 2009 Springer Berlin, Heidelberg 169 178
70. Yang X.S., Deb S. Cuckoo search via Levy flights Proceedings of the world congress on nature and biologically inspired computing vol. 4 2009 NABIC Coimbatore 210 214
71. Yin P.Y. Multilevel minimum cross entropy threshold selection based on particle swarm optimization Applied Mathematics and Computation 184 2 2007 503 513
72. Yin S., Zhao X., Wang W., Gong M. Efficient multilevel image segmentation through fuzzy entropy maximization and graph cut optimization Pattern Recognition 47 9 2014 2894 2907
73. Zhang J., Li H., Tang Z., Lu Q., Zheng X., Zhou J. An improved quantum-inspired genetic algorithm for image multilevel thresholding segmentation Mathematical Problems in Engineering 2014 1 12
74. Zhang Y., Wu L. Optimal multi-level thresholding based on maximum Tsallis entropy via an artificial bee colony approach Entropy 13 4 2011 841 859