Segmentation of color image using EM algorithm in HSV color space

Proceedings of the 2007 International Conference on Information Acquisition, ICIA

Volumn , Issue , 2007, Pages 316-319

  Huang, Zhi Kai ^a   Liu, De Hui ^a  

^a NANCHANG INSTITUTE OF TECHNOLOGY   (China)

Author keywords

Color segmentation; Expectation Maximization (EM) algorithm; Gaussian Mixture Model (GMM) and histogram

Indexed keywords

BLIND SOURCE SEPARATION; BOOLEAN FUNCTIONS; COLOR IMAGE PROCESSING; IMAGE ENHANCEMENT; IMAGE PROCESSING; IMAGE SEGMENTATION; MAXIMUM PRINCIPLE; MERGERS AND ACQUISITIONS; MIXTURES; OPTICAL PROPERTIES; PARAMETER ESTIMATION; PIXELS; TRELLIS CODES;

COLOR IMAGE SEGMENTATION; COLOR IMAGING; E M ALGORITHMS; EXPECTATION MAXIMIZATION (EM); EXPECTATION MAXIMIZATION (EM) ALGORITHMS; GAUSSIAN MIXTURE MODEL (GMM); GAUSSIANS; HUE , SATURATION , AND INTENSITY VALUE (HSV) COLOR SPACE; IMAGE HISTOGRAMS; INFORMATION ACQUISITIONS; INTERNATIONAL CONFERENCES; MIXTURE OF GAUSSIAN (MOG); RGB COLOR SPACE; SEGMENTATION PERFORMANCE; UNSUPERVISED METHOD;

COLOR;

EID: 47349116820     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICIA.2007.4295749     Document Type: Conference Paper

References (16)

1. Y. Rui, T.S. Huang, and S.-F. Chang, "Image Retrieval: Current Techniques, Promising Directions, and Open Issues," Journal of Visual Communication and Image Representation, Vol. 10, No.1, 1999,pp. 39-62.
2. N.R. Pal and S. K. Pal, "A Review on Image Segmentation Techniques," Pattern Recognition", Vol.26, No. 9, 1993, pp. 1277-1294.
3. Cheng, H., Jiang, X., et al, "Color image segmentation: advances and prospects, Pattern Recognition", Vol. 34, 2001,pp.2259-2281
4. Tu, Z. and Zhu, S.C.: Image Segmentation by Data-Driven Markov Chain Monte Carlo, IEEE Trans. on PAMI, Vol.24, No.5, 2002, pp. 657-673.
5. J.-M. Jolion, P. Meer, S. Bataouche, "Robust clustering with applications in computer vision," IEEE Trans. P AMI., Vol.13, 1991, pp.791-802.
6. H. Cheng and Y. Sun, "A hierarchical approach to color image segmentation using homogeneity," IEEE Trans. Image Process., Vol. 9, No. 12, 2000,pp. 2071-2082,
7. O. Tobias and R. Seara, "Image segmentation by histogram thresholding using fuzzy sets," IEEE Trans. Image Process., Vol. 11, No. 12, 2002, pp.
8. G. Wyszecki and W. S. Stiles, "Color Science: Concepts and Methods", John Wiley & Sons, 1982.
9. John C. Russ, "The Image Processing Handbook", IEEE Press, 1995.
10. Bilmes, J. A, "A Gentle Tutorial on the EM Algorithm and its Application to Parameter Estimation for Gaussian Mixture and Hidden Markov Models", Technical Report, ICSI-TR-97-021, UC Berkeley, 1997.
11. Lorenzo-Valdés M.,Sanchez-Ortiz G.I.,Elkington A.G.,Mohiaddin R.H.,Rueckert D, "Segmentation of 4D cardiac MR images using a probabilistic atlas and the EM algorithm", Medical Image Analysis, Vol.8, No.3,2004, pp.255-265.
12. B. S. Manjunath, W.Y. Ma.," Texture features for browsing and retrieval of image data", IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI - Special issue on Digital Libraries), Vol. 18, No. 8,1996,pp.837-842.
13. Cheng, H.D. and Y.Sun, "A Hierarchical Approach to Color Image Segmentation Using Homogeneity", IEEE Trans. Image Processing, Vol.9,No.12, 2000,pp. 2071-2082.
14. Nevatia, "A Color Edge Detector and Its Use in Scene Segmentation. IEEE TRans. System Man Cybernet", SMC-7(11): 1977, pp. 820-826.
15. Julie Delon, Agnès Desolneux, José-Luis Lisani, and Ana Belén Petro, "A Nonparametric Approach for Histogram Segmentation", IEEE Transactions on Image Processing, Vol. 16, No. 1, January 2007.
16. Yining Deng; Manjunath, B.S, Kenney, C. Moore, M.S., Shin, H, "An efficient color representation for image retrieval Image Processing", IEEE Transactions on Volume 10, Issue 1, 2001, pp: 140-147.