Wavelet-based image texture classification using local energy histograms

IEEE Signal Processing Letters

Volumn 18, Issue 4, 2011, Pages 247-250

  Dong, Yongsheng ^a   Ma, Jinwen ^a  

^a PEKING UNIVERSITY   (China)

Author keywords

Energy histogram; one nearest neighbor classifier; symmetrized KullbackLeibler divergence (SKLD); texture classification; wavelet transform

Indexed keywords

ENERGY HISTOGRAM; KULLBACK LEIBLER DIVERGENCE; LOCAL ENERGY; NEAREST NEIGHBOR CLASSIFIERS; ONE-NEAREST-NEIGHBOR CLASSIFIER; TEXTURE CLASSIFICATION; TRAINING SETS; WAVELET SUBBANDS; WAVELET-BASED IMAGES;

CLASSIFICATION (OF INFORMATION); CLASSIFIERS; GRAPHIC METHODS; STATISTICAL METHODS; TEXTURES;

WAVELET TRANSFORMS;

EID: 79951922227     PISSN: 10709908     EISSN: None     Source Type: Journal    
DOI: 10.1109/LSP.2011.2111369     Document Type: Article

References (19)

1. S. Selvan and S. Ramakrishnan, "SVD-based modeling for image texture classification using wavelet transformation," IEEE Trans. Image Process., vol. (Pubitemid 350141842)
2. M. N. Do and M. Vetterli, "Wavelet-based texture retrieval using generalized Gaussian density and Kullback-Leibler distance," IEEE Trans. Image Process., vol. 11, no. 2, pp. 146-158, Feb. 2002. (Pubitemid 34278451)
3. S. K. Choy and C. S. Tong, "Supervised texture classification using characteristic generalized Gaussian density," J. Math. Imag. Vis., vol. 29, no. 1, pp. 35-47, Sept. 2007.
4. L. Li, C. S. Tong, and S. K. Choy, "Texture classification using refined histogram," IEEE Trans. Image Process., vol. 19, no. 5, pp. 1371-1378, May 2010.
5. S. K. Choy and C. S. Tong, "Statistical properties of bit-plane probability model and its application in supervised texture classification, " IEEE Trans. Image Process., vol. 17, no. 8, pp. 1399-1405, Aug. 2008.
6. M. H. Pi, C. S. Tong, S. K. Choy, and H. Zhang, "A fast and effective model for wavelet subband histograms and its application in texture image retrieval," IEEE Trans. Image Process., vol. 15, no. 10, pp. 3078-3088, Oct. 2006. (Pubitemid 44473648)
7. S. K. Choy and C. S. Tong, "Statistical wavelet subband characterization based on generalized Gamma density and its application in texture retrieval," IEEE Trans. Image Process., vol. 19, no. 2, pp. 281-289, Feb. 2010.
8. A. Laine and J. Fan, "Texture classification by wavelet packet signatures," IEEE Trans. Pattern Anal. Mach. Intell., vol. 15, no. 11, pp. 1186-1191, Nov. 1993.
9. T. Randen and J. H. Husoy, "Filtering for texture classification: A comparative study," IEEE Trans. Pattern Anal. Mach. Intell., vol. 21, no. 4, pp. 291-310, Apr. 1999.
10. M. Unser, "Texture classification and segmentation using wavelet frames," IEEE Trans. Image Process., vol. 4, no. 11, pp. 1549-1560, Nov. 1995.
11. G. V. de Wouwer, P. Scheunders, and D. V. Dyck, "Statistical texture characterization from discrete wavelet representations," IEEE Trans. Image Process., vol. 8, no. 4, pp. 592-598, Apr. 1999.
12. S. C. Kim and T. J. Kang, "Texture classification and segmentation using wavelet packet frame and Gaussian mixture model," Pattern Recognit., vol. 40, no. 4, pp. 1207-1221, Apr. 2007. (Pubitemid 44894483)
13. X. Liu and D. L. Wang, "Texture classification using spectral histograms," IEEE Trans. Image Process., vol. 12, no. 6, pp. 661-670, June 2003.
14. [Online]. Available: [Online]. Available: http://www.ux.uis.no/ tranden/brodatz.html
15. [Online]. Available: [Online]. Available: http://vismod.media.mit.edu/ vismod/imagery/VisionTexture/vistex.html
16. H. Le Borgne, A. G. Dugue, and N. E. O'Connor, "Learning midlevel image features for natural scene and texture classification," IEEE Trans. Circuits Syst. Video Technol., vol. 17, no. 3, pp. 286-297, Mar. 2007. (Pubitemid 46394439)
17. H. Lategahn, S. Gross, T. Stehle, and T. Aach, "Texture classification by modeling joint distributions of local patterns with Gaussian mixtures," IEEE Trans. Image Process., vol. 19, no. 6, pp. 1548-1557, Jun. 2010.
18. Z. H. Guo, L. Zhang, and D. Zhang, "A completed modeling of local binary pattern operator for texture classification," IEEE Trans. Image Process., vol. 19, no. 6, pp. 1657-1663, Jun. 2010.
19. Z. H. Guo, L. Zhang, and D. Zhang, "Rotation invariant texture classification using LBP variance (LBPV) with global matching," Pattern Recognit., vol. 43, no. 3, pp. 706-719, Mar. 2010.