Skip Navigation

IEICE Transactions on Information and Systems 2007 E90-D(4):787-790; doi:10.1093/ietisy/e90-d.4.787
This Article
Right arrow Abstract Freely available
Right arrow Full Text (PDF)
Right arrow Alert me when this article is cited
Right arrow Alert me if a correction is posted
Services
Right arrow Email this article to a friend
Right arrow Similar articles in this journal
Right arrow Alert me to new issues of the journal
Right arrow Add to My Personal Archive
Right arrow Download to citation manager
Right arrow Request Permissions
Google Scholar
Right arrow Articles by WENG, S.-K.
Right arrow Articles by KANG, W.-C.
Right arrow Search for Related Content
Social Bookmarking
 Add to CiteULike   Add to Connotea   Add to Del.icio.us  
What's this?

Copyright © 2007 The Institute of Electronics, Information and Communication Engineers

Regular Section -- Letters -- Pattern Recognition

Color Texture Segmentation Using Color Transform and Feature Distributions

Shiuh-Ku WENG1, Chung-Ming KUO2 and Wei-Cung KANG2

1 The author is with the Department of Information Management, Chinese Naval Academy, Zuoying, Kaohsiung City, 813, Taiwan, R.O.C. E-mail: skweng{at}mail.cna.edu.tw, 2 The authors are with the Department of Information Engineering, I-Shou University, Kaohsiung County, 840, Taiwan, R.O.C.

This letter presents a simple scheme to transform colors to some representative classes for color information reduction. Then, the weighted distributions of color index histogram (CIH) and local binary pattern (LBP) are applied to measure the similarity of adjacent texture regions during the segmentation process. In addition, for improving the segmentation accuracy, an efficient boundary checking algorithm is proposed. The proposed method not only saves execution time but also segments the distinct texture regions correctly.

Key Words: color index histogram (CIH), local binary pattern (LBP), boundary checking


Manuscript received August 18, 2006.

References

[1] T. Ojala and M. Pietikäinen, "Unsupervised texture segmentation using feature distributions," Pattern Recognit., vol.32, pp.477–486, 1999.

[2] X. Wang and H. Wang, "Markov random field modeled range image segmentation," Pattern Recognit. Lett., vol.25, pp.367–375, 2004.

[3] Y. Wang, K.F. Loe, and J.K. Wu, "A dynamic conditional random field model for foreground and shadow segmentation," IEEE Trans. Pattern Anal. Mach. Intell., vol.28, no.2, pp.279–289, 2006.[Medline]

[4] K.B. Eom, "Segmentation of monochrome and color textures using moving average modeling approach," Image Vis. Comput., vol.3, no.17, pp.233–244, 1999.

[5] M. Mirmehdi and M. Petrou, "Segmentation of color textures," IEEE Trans. Pattern Anal. Mach. Intell., vol.22, no.2, pp.142–159, 2000.

[6] K.M. Chen and S.Y. Chen, "Color texture segmentation using feature distributions," Pattern Recognit. Lett., vol.23, pp.755–771, 2002.

[7] M. Pietikäinen, T. Mäenpää, and J. Viertola, "Color texture classification with color histograms and local binary patterns," Proc. 2nd International Workshop on Texture Analysis and Synthesis, pp.109–112, Copenhagen, Denmark, June 2002.

[8] E. Montiel, A.S. Aguado, and M.S. Nixon, "Texture classification via conditional histograms," Pattern Recognit. Lett., vol.26, pp.1740–1751, 2005.

[9] Y. Deng and B.S. Manjunath, "Unsupervised segmentation of color-texture regions in images and video," IEEE Trans. Pattern Anal. Mach. Intell., vol.23, no.8, pp.800–810, 2001.

[10] T. Ojala, M. Pietikäinen, and D. Harwood, "A comparative study of texture measures with classification based on feature distributions," Pattern Recognit., vol.29, pp.51–59, 1996.

[11] Y. Deng, C. Kenney, M.S. Moore, and B.S. Manjunath, "Peer group filtering and perceptual color image quantization," Proc. IEEE Int'l Symp. Circuits and Systems, vol.4, pp.21–24, 1999.

[12] A. Gersho and R.M. Gray, Vector quantization and signal compression, Kluwer Academic Publisher, Dordrecht, Netherlands, 1992.


Add to CiteULike CiteULike   Add to Connotea Connotea   Add to Del.icio.us Del.icio.us    What's this?



This Article
Right arrow Abstract Freely available
Right arrow Full Text (PDF)
Right arrow Alert me when this article is cited
Right arrow Alert me if a correction is posted
Services
Right arrow Email this article to a friend
Right arrow Similar articles in this journal
Right arrow Alert me to new issues of the journal
Right arrow Add to My Personal Archive
Right arrow Download to citation manager
Right arrow Request Permissions
Google Scholar
Right arrow Articles by WENG, S.-K.
Right arrow Articles by KANG, W.-C.
Right arrow Search for Related Content
Social Bookmarking
 Add to CiteULike   Add to Connotea   Add to Del.icio.us  
What's this?