Research Article
Quaternion Affine Moment Invariants for Color Texture Recognition
|
International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
|
| Volume 81 - Issue 16 |
| Published: November 2013 |
| Authors: F. Bouyachcher, B. Bouali, M. Nasri |
10.5120/14204-2405
|
F. Bouyachcher, B. Bouali, M. Nasri . Quaternion Affine Moment Invariants for Color Texture Recognition. International Journal of Computer Applications. 81, 16 (November 2013), 1-6. DOI=10.5120/14204-2405
@article{ 10.5120/14204-2405,
author = { F. Bouyachcher,B. Bouali,M. Nasri },
title = { Quaternion Affine Moment Invariants for Color Texture Recognition },
journal = { International Journal of Computer Applications },
year = { 2013 },
volume = { 81 },
number = { 16 },
pages = { 1-6 },
doi = { 10.5120/14204-2405 },
publisher = { Foundation of Computer Science (FCS), NY, USA }
}
%0 Journal Article
%D 2013
%A F. Bouyachcher
%A B. Bouali
%A M. Nasri
%T Quaternion Affine Moment Invariants for Color Texture Recognition%T
%J International Journal of Computer Applications
%V 81
%N 16
%P 1-6
%R 10.5120/14204-2405
%I Foundation of Computer Science (FCS), NY, USA
Abstract
We introduce a generalization of the affine moment invariants for color textures recognition using Quaternion Algebra and present results of experiments on a challenging dataset. The advantage of the proposed method is that it can process color image directly, without losing color information. It is shown that the QAMIs can be obtained from the usual AMIs. Experiments show that color texture descriptors are more efficient and discriminant. Moreover, a new set of invariants can be obtained from each QAMI (due to the non-commutativity of Quaternion algebra).
References
- Y. K. Chan and C. C. Chang. A color image retrieval method based on color moment and color variance of adjacent pixels. Int. J. Pattern Recognition. Artif. Intell. , 16:113–125, 2002.
- F. Mindru, T. Moons, and L. V. Gool. Color-based moment invariants for the viewpoint and illumination independent recognition of planar color patterns. In Int. Conf. Advances in Pattern Recognition (ICAPR'98), pages 113–122, 1998.
- F. Mindru, T. Tuytelaars, L. V. Gool, and T. Moons. Moment invariants for recognition under changing viewpoint and illumination. Comput. Vis. Image Und. , 94:3–27, 2004.
- T. Suk and J. Flusser. Affine moment invariants of color images. In CAIP 2009, LNCS5702, pages 334–341, 2009.
- T. A. Ell and S. J. Sangwine. Hypercomplex fourier transforms of color images. IEEE Trans. Image Process. , 16:22–35, 2007.
- B. J. Chen, H. Z. Shu, H. Zhang, G. Chen, J. L. Dillenseger, and L. M. Luo. Quaternion zernike moments and their invariants for color image analysis and object recognition. Signal Processing, 92:308–318, 2012.
- B. J. Chen, H. Z. Shu, H. Zhang, G. Chen, and L. M. Luo. Color image analysis by quaternion zernike moments. In 20th International Conference on Pattern Recognition (ICPR2010), pages 625–628, 2010.
- L. Q. Guo and M. Zhu. Quaternion fourier-mellin moments for color image. Pattern Recognition, 44:187–195, 2011.
- W. R. Hamilton. Elements of quaternions. Longmans Green, London, U. K. , 1866.
- J. Flusser and T. Suk. Pattern recognition by affine moment invariants. Pattern Recognition, 26:167–174, 1993.
- J. Flusser and T. Suk. Tables of affine moment invariants generated by the graph method. Technical report, Institute of information Theory and Automation, 2005.
- T. Suk and J. Flusser. Graph method for generating affine moment invariants. In 17th Int. Conf. on Pattern Recognition, volume 2, pages 192–195,2004.
- Mayang textures library. http://www. mayang. com/textures/.
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