Texture Feature Extraction using Slant-Hadamard Transform

Random and natural textures classification is still one of the biggest challenges in the field of image processing and pattern recognition. In this paper, texture feature extraction using Slant Hadamard Transform was studied and compared to other signal processing-based texture classification schemes. A parametric SHT was also introduced and employed for natural textures feature extraction. We showed that a subtly modified parametric SHT can outperform ordinary Walsh-Hadamard transform and discrete cosine transform. Experiments were carried out on a subset of Vistex random natural texture images using a kNN classifier.




References:
[1] S. Agaian, K. Tourshan, and J. P. Noonan, "Parametric Slant-
Hadamard Transforms With Applications", IEEE Signal Processing
Letters, Vol 9, No 11, November 2002.
[2] A. Monadjemi, B.T. Thomas, and M. Mirmehdi, "Speed v. Accuracy
for High Resolution Colour Texture Classification" Proceedings of
the BMVC 2002 Conference, Cardiff, Wales, Sept 2002 .
[3] H. Enomoto and K. R. Shibata, "Orthogonal transform system for
television signals", IEEE Trans, Electromagn. Compat. 13(1971), 11-
17
[4] A. Monadjemi, "Towards Efficient Texture Classification and
Abnormality Detection", PHD Thesis of university of Bristol, October
2004
[5] W.K Pratt, L.R. Welch and W.H. Chen, "Slant transform for image
coding", Proc. Applications of Walsh functions, 1972
[6] W.K Pratt, L.R. Welch and W.H. Chen, "Slant transform for image
coding", IEEE Trans. Commun. 22(8) (1974), 1075-1093.
[7] S. Lee, H. Jung Bae, and S. Hwan Jung, "Efficient Content-Based
Image Retrieval Methods Using Color and Texture", ETRI Journal 20
(1998) 272-283.
[8] N. Ahmed and K. R. Rao, "Orthogonal Transforms for Digital Signal
Processing", New York: Springer-Verlag, 1975.
[9] P. C. Mali, B. B. Chaudhuri, and D. D. Majumder, "Some properties
and fast algorithms of slant transform in image processing," Signal
Processing, vol. 9, pp. 233-244, 1985.
[10] S. Agaian, K. Tourshan, and J. P. Noonan,"Partially Signal Dependent
Slant Transforms for Multispectral Calassification", Integrated
Computer-Aided Engineering 10(2003) 23-35 IOS Press.
[11] K. G. Beauchamp. "Applications of Walsh and Related Functions".
Academic Press, 1984.
[12] R. C. Gonalez and R. E. Woods, "Digital Image Processing",
Addison-Wesley Publishing Company, 1992.
[13] P.C. Mali and D. D. Majumder, "An analytical comparative study of a
class of discrete linear basis tramsforms", IEEE Trans. Syst., Man &
Cyber. 24(3) (1994), 531-535.
[14] M. Tuceryan and A. Jain. "Texture analysis". In The Handbook of
Pattern Recognition and Computer Vision, pages 207-248. World
Scientific, 1998.
[15] MIT Media Lab. VisTex: Vision Texture database. Retrieved 1 Sep
2005 from the World Wide Web:
http://wwwwhite.media.mit.edu/vismod/imagery/VisionTexture/vistex
.html, 2005.
[16] Z. Xin Hou, N. Xu, H. Chen, and X. Leili, "Fast Slant Transform
With Sequency Increment and its Application in Image
Compression", Proceedmgs of the Third International Conference on
Machine Learning and Cybemetics, Shanghai, August 2004
[17] H. Hasanpor, K. Jamshidi ,and A. Monadjemi, "Steel Surface
inspection using Local Binary Pattern and Color Features", 16th
International Conference on Computer Theory and Applications,
September 2006.