Abstract

Texture analysis is a basic issue in image processing and computer vision, and how to attain the rotation-invariant texture characterization is a key problem. This paper proposes a rotation-invariant texture analysis technique using Radon and Fourier transforms. This method uses Radon transform to convert rotation to translation, then utilizes Fourier transform and takes the moduli of the Fourier transform of these functions to make the translation invariant. A k-nearest-neighbor rule is employed to classify texture images. The proposed method is robust to additive white noise as a result of summing pixel values to generate projections in the Radon transform step. Experiment results show the feasibility of the proposed method and its robustness to additive white noise.

© 2007 Chinese Optics Letters

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  1. J. Zhang and T. Tan, Pattern Recognit. 35, 735 (2002).
  2. R. Porter and N. Canagarajah, IEEE Proc. Vis. Image Signal Process. 144, 180 (1997).
  3. K. Jafari-Khouzani and H. Soltanian-Zadeh, IEEE Trans. Image Process. 14, 783 (2005).
  4. G. M. Haley and B. S. Manjunath, in Proc. IEEE Int. Conf. Image Processing 262 (1995).
  5. H. Liu and Y. Mo, Acta Opt. Sin. (in Chinese) 19, 1406 (1999).
  6. R. C. Gonzalez and R. E. Woods, Digital Image Processing (in Chinese) Q. Ruan and Y. Ruan (trans.) (Publishing House of Electronics Industry, Beijing, 2003) pp.119-123.
  7. J. Wang, P. Neskovic, and L. N. Cooper, Pattern Recognit. 39, 417 (2006).
  8. P. Brodatz, Texture: A Photographic Album for Artists and Designers (Dover, New York, 1966).

2006 (1)

J. Wang, P. Neskovic, and L. N. Cooper, Pattern Recognit. 39, 417 (2006).

2005 (1)

K. Jafari-Khouzani and H. Soltanian-Zadeh, IEEE Trans. Image Process. 14, 783 (2005).

2002 (1)

J. Zhang and T. Tan, Pattern Recognit. 35, 735 (2002).

1999 (1)

H. Liu and Y. Mo, Acta Opt. Sin. (in Chinese) 19, 1406 (1999).

1997 (1)

R. Porter and N. Canagarajah, IEEE Proc. Vis. Image Signal Process. 144, 180 (1997).

Canagarajah, N.

R. Porter and N. Canagarajah, IEEE Proc. Vis. Image Signal Process. 144, 180 (1997).

Cooper, L. N.

J. Wang, P. Neskovic, and L. N. Cooper, Pattern Recognit. 39, 417 (2006).

Jafari-Khouzani, K.

K. Jafari-Khouzani and H. Soltanian-Zadeh, IEEE Trans. Image Process. 14, 783 (2005).

Liu, H.

H. Liu and Y. Mo, Acta Opt. Sin. (in Chinese) 19, 1406 (1999).

Mo, Y.

H. Liu and Y. Mo, Acta Opt. Sin. (in Chinese) 19, 1406 (1999).

Neskovic, P.

J. Wang, P. Neskovic, and L. N. Cooper, Pattern Recognit. 39, 417 (2006).

Porter, R.

R. Porter and N. Canagarajah, IEEE Proc. Vis. Image Signal Process. 144, 180 (1997).

Soltanian-Zadeh, H.

K. Jafari-Khouzani and H. Soltanian-Zadeh, IEEE Trans. Image Process. 14, 783 (2005).

Tan, T.

J. Zhang and T. Tan, Pattern Recognit. 35, 735 (2002).

Wang, J.

J. Wang, P. Neskovic, and L. N. Cooper, Pattern Recognit. 39, 417 (2006).

Zhang, J.

J. Zhang and T. Tan, Pattern Recognit. 35, 735 (2002).

Acta Opt. Sin. (in Chinese) (1)

H. Liu and Y. Mo, Acta Opt. Sin. (in Chinese) 19, 1406 (1999).

IEEE Proc. Vis. Image Signal Process. (1)

R. Porter and N. Canagarajah, IEEE Proc. Vis. Image Signal Process. 144, 180 (1997).

IEEE Trans. Image Process. (1)

K. Jafari-Khouzani and H. Soltanian-Zadeh, IEEE Trans. Image Process. 14, 783 (2005).

Pattern Recognit. (2)

J. Wang, P. Neskovic, and L. N. Cooper, Pattern Recognit. 39, 417 (2006).

J. Zhang and T. Tan, Pattern Recognit. 35, 735 (2002).

Other (3)

P. Brodatz, Texture: A Photographic Album for Artists and Designers (Dover, New York, 1966).

G. M. Haley and B. S. Manjunath, in Proc. IEEE Int. Conf. Image Processing 262 (1995).

R. C. Gonzalez and R. E. Woods, Digital Image Processing (in Chinese) Q. Ruan and Y. Ruan (trans.) (Publishing House of Electronics Industry, Beijing, 2003) pp.119-123.

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