Color textured image segmentation using ICICM - Interval Type-2 Fuzzy C-means clustering hybrid approach

Engineering Journal

Volumn 16, Issue 5, 2012, Pages 115-126

  Palanivelu, Murugeswari ^a   Duraisamy, Manimegalai ^b  

^a Sri Vidya College of Engineering and Technology   (India)

^b NATIONAL ENGINEERING COLLEGE   (India)

Author keywords

CCM; Color texture segmentation; ICICM; IT2 fuzzy; Type 2 fuzzy

Indexed keywords

EID: 84867478770     PISSN: 01258281     EISSN: None     Source Type: Journal    
DOI: 10.4186/ej.2012.16.5.115     Document Type: Article

References (25)

1. L. Tlig, M. Sayadi, and F. Fnaeich, "A new descriptor for textured image segmentation based on fuzzy type-clustering approach, " in Proceedings of the 2nd Conference on Image Processing Theory, Tools and Applications, pp. 258-263, 2010.
2. A. Vadivel, S. Sural, and A. K. Majumdar, "An integrated color and intensity co-occurrence matrix, " Pattern Recognition Letters, vol. 28, pp. 974-983, 2007.
3. C. Hwang and F. C.-H. Rhee, "Uncertain fuzzy clustering: interval type-2 fuzzy approach to C-means, " IEEE Transactions on Fuzzy Systems, vol. 15, no. 1, pp. 107-120, Feb. 2007.
4. G. Uma Maheswari, K. Ramar, D. Manimegalai, and V. Gomathi, "An adaptive region based color texture segmentation using fuzzified distance metric, " Applied Soft Computing Journal, vol. 11, pp. 2916-2924, 2011.
5. K. Siang Tan and N. A. Mat Isa, "Color image segmentation using histogram thresholding-fuzzy C-means hybrid approach, " Pattern Recognition Letters, vol. 44, no. 1, pp. 1-15, 2011.
6. K.-S. Chuang, H.-L. Tzeng, S. Chen, J. Wu, and T.-J. Chen, "Fuzzy c-means clustering with spatial information for image segmentation, " Computerized Medical Imaging and Graphics, vol. 30, no. 1, pp. 9-15, 2006.
7. S.-O. Shim and T.-S. Choi, "Image indexing by modified color co-occurrence matrix, " in Proc. of IEEE International Conference on Image Processing, pp. 14-17, 2003.
8. S. Maity and J. Sil, "Color image segmentation using type-fuzzy sets, " International Journal of Computer and Electrical Engineering, vol. 1, no. 3, pp. 1793-8163, Aug. 2009.
9. C. Palm, "Color texture classification by integrative co-occurrence matrices, " Pattern Recognition, vol. 37, no. 5, pp. 965-976, 2004.
10. R. M. Haralick, K. Shanmugam, and I. Dinstein, "Textural features for image classification, " IEEE Trans. Systems Man Cybernat., vol. 3, no. 6, pp. 610-621, 1973.
11. K. L. Laws, "Texture energy measures, " in Proc. of DARPA Image Understanding Workshop, Los Angeless, CA, pp. 47-51, 1979.
12. S. T. Wang, F. L. Chung, Y. Y. Li, D. W. Hu, and X. S. Wu, "A new Gaussian noise filter based on interval type-fuzzy logic systems, " Soft Computing, vol. 9, pp. 398-406, 2005.
13. T. Kasparis, D. Charalampidis, M. Geirgiopouios, and J. Rolland, "Segmentation of textured images based on fractals and image filtering, " Pattern Recognition, vol. 34, no. 10, pp. 1963-1973, 2001.
14. L. Cinque, G. Foresti, and L. Lombardi, "A clustering fuzzy approach for image segmentation, " Pattern Recognition, vol. 37, no. 9, pp. 1797-1807, 2004.
15. S. Krishnamachari and R. Chellappa, "Multiresolution Gauss-Markov random field models for texture segmentation, " IEEE Transactions on Image Processing, vol. 6, no. 2, pp. 251-267, 1997.
16. M. Spann and R. Wilson, "A quad-tree approach to image segmentation which combines statistical and spatial information, " Pattern Recognition, vol. 18, pp. 257-269, 1985.
17. T. Ojala, M. Pietikainen, and D. Harwood, "A comparative study of texture measures with classification based on feature distributions, " Pattern Recognition, vol. 29, pp. 51-59, 1996.
18. P. Innocent and R. John, "Type fuzzy diagnosis, " in IEEE Int. Conf. Fuzzy Syst., vol. 2, pp. 1326-1330, May 2002.
19. Q. Liang and J. Mendel, "MPEG VBR video traffic modeling and classification using fuzzy techniques, " in IEEE Trans. Fuzzy Syst., vol. 9, no.1, pp. 183-193, Feb. 2001.
20. A. Bovik, M. Clark, and W. S. Geisler, "Multichannel texture analysis using localized spatial filters, " in IEEE Trans. Pattern Anal. and Machine Intelligence, vol. 12, pp. 55-73, 1990.
21. M. Unser, "Texture classification and segmentation using wavelet frames, " IEEE Trans. Image Processing, vol. 4, pp. 1549-1560, 1995.
22. J. C. Bezdek, "Cluster validity with fuzzy sets, " Cybernet. Syst., vol. 3, no. 3, pp. 58-73, 1974.
23. X. L. Xie and G. A. Beni, "Validity measure for fuzzy clustering, " IEEE Trans. Pattern Anal. Mach. Intell., vol. 13, no. 4, pp. 841-847, 1991.
24. M. A. Jaffar, M. Ishtiaq, B. A. N. Naveed, A. Hussain, and A. M. Mirza, "Fuzzy wavelet-based color image segmentation using self-organizing neural network, " International Journal of Innovative Computing, Information and Control, vol. 6, no. 11, Nov. 2010.
25. D. Zhang, Y.-L. Qiao, and C.-Y. Song, "Spatio-temporal Markov random field based dynamic texture segmentation, " ICIC Express Letters, vol. 5, no. 9A, pp. 3255-3250, Sept. 2011.