Abstract

Content-based image retrieval has been an active area of research for more than ten years. Gabor schemes and support vector machine (SVM) method have been proven effective in image representation and classification. In this paper, we propose a retrieval scheme based on Gabor filters and SVMs for hepatic computed tomography (CT) images query. In our experiments, a batch of hepatic CT images containing several types of CT findings are used for the retrieval test. Precision comparison between our scheme and existing methods is presented.

© 2008 Chinese Optics Letters

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2007

C. S. Sastry, M. Ravindranath, A. K. Pujari, and B. L. Deekshatulu, Pattern Recogn. Lett. 28, 293 (2007).

2006

Y. Tan, J. Zhang, Y. Hua, G. Zhang, and H. K. Huang, Proc. SPIE 6145, 614515 (2006).

S. Li, Y. Zhang, L. Dong, S. Chang, and J. Shen, Acta Photon. Sin. (in Chinese) 35, 304 (2006).

S. Li, Y. Han, Y. Zhang, S. Chang, and J. Shen, Acta Opt. Sin. (in Chinese) 26, 147 (2006).

X. Huang, Z. Yang, and W. Liu, Information and Electronic Engineering (in Chinese) 4, 22 (2006).

2005

S. Li and J. Shawe-Taylor, Pattern Recogn. Lett. 26, 633 (2005).

2004

C. Zhao, H. Cheng, and T. Zhuang, Chin. Opt. Lett. 2, 383 (2004).

H. Müller, A. Rosset, J.-P. Vallée, and A. Geissbuhler, Proc. SPIE 5371, 99 (2004).

2003

Y. Chang, F. Peng, G. Zhu, Y. Liu, and Y. Hu, Chinese J. Lasers (in Chinese) 30, 282 (2003).

R. Manthalkar, P. K. Biswas, and B. N. Chatterji, Pattern Recogn. Lett. 24, 2455 (2003).

2002

A. Rosset, O. Ratib, A. Geissbuhler, and J.-P. Vallée, Radiographics 22, 1567 (2002).

2000

X. Zhang, Acta Automatica Sinica (in Chinese) 26, 32 (2000).

1999

J. A. K. Suykens and J. Vandewalle, Neural Processing Lett. 9, 293 (1999).

1996

B. S. Manjunath and W. Y. Ma, IEEE Trans. Pattern Anal. Machine Intell. 18, 837 (1996).

1995

C. Cortes and V. Vapnik, Machine Learning 20, 273 (1995).

1989

M. Porat and Y. Y. Zeevi, IEEE Trans. Biomed. Eng. 36, 115 (1989).

1988

M. Porat and Y. Y. Zeevi, IEEE Trans. Pattern Anal. Machine Intell. 10, 452 (1988).

1985

J. G. Daugman, J. Opt. Soc Am. A , 1160 (1985).

Biswas, P. K.

R. Manthalkar, P. K. Biswas, and B. N. Chatterji, Pattern Recogn. Lett. 24, 2455 (2003).

Chang, S.

S. Li, Y. Zhang, L. Dong, S. Chang, and J. Shen, Acta Photon. Sin. (in Chinese) 35, 304 (2006).

S. Li, Y. Han, Y. Zhang, S. Chang, and J. Shen, Acta Opt. Sin. (in Chinese) 26, 147 (2006).

Chang, Y.

Y. Chang, F. Peng, G. Zhu, Y. Liu, and Y. Hu, Chinese J. Lasers (in Chinese) 30, 282 (2003).

Chatterji, B. N.

R. Manthalkar, P. K. Biswas, and B. N. Chatterji, Pattern Recogn. Lett. 24, 2455 (2003).

Cheng, H.

Cortes, C.

C. Cortes and V. Vapnik, Machine Learning 20, 273 (1995).

Daugman, J. G.

J. G. Daugman, J. Opt. Soc Am. A , 1160 (1985).

Deekshatulu, B. L.

C. S. Sastry, M. Ravindranath, A. K. Pujari, and B. L. Deekshatulu, Pattern Recogn. Lett. 28, 293 (2007).

Dong, L.

S. Li, Y. Zhang, L. Dong, S. Chang, and J. Shen, Acta Photon. Sin. (in Chinese) 35, 304 (2006).

Geissbuhler, A.

H. Müller, A. Rosset, J.-P. Vallée, and A. Geissbuhler, Proc. SPIE 5371, 99 (2004).

A. Rosset, O. Ratib, A. Geissbuhler, and J.-P. Vallée, Radiographics 22, 1567 (2002).

Han, Y.

S. Li, Y. Han, Y. Zhang, S. Chang, and J. Shen, Acta Opt. Sin. (in Chinese) 26, 147 (2006).

Hu, Y.

Y. Chang, F. Peng, G. Zhu, Y. Liu, and Y. Hu, Chinese J. Lasers (in Chinese) 30, 282 (2003).

Hua, Y.

Y. Tan, J. Zhang, Y. Hua, G. Zhang, and H. K. Huang, Proc. SPIE 6145, 614515 (2006).

Huang, H. K.

Y. Tan, J. Zhang, Y. Hua, G. Zhang, and H. K. Huang, Proc. SPIE 6145, 614515 (2006).

Huang, X.

X. Huang, Z. Yang, and W. Liu, Information and Electronic Engineering (in Chinese) 4, 22 (2006).

Li, S.

S. Li, Y. Han, Y. Zhang, S. Chang, and J. Shen, Acta Opt. Sin. (in Chinese) 26, 147 (2006).

S. Li, Y. Zhang, L. Dong, S. Chang, and J. Shen, Acta Photon. Sin. (in Chinese) 35, 304 (2006).

S. Li and J. Shawe-Taylor, Pattern Recogn. Lett. 26, 633 (2005).

Liu, W.

X. Huang, Z. Yang, and W. Liu, Information and Electronic Engineering (in Chinese) 4, 22 (2006).

Liu, Y.

Y. Chang, F. Peng, G. Zhu, Y. Liu, and Y. Hu, Chinese J. Lasers (in Chinese) 30, 282 (2003).

Ma, W. Y.

B. S. Manjunath and W. Y. Ma, IEEE Trans. Pattern Anal. Machine Intell. 18, 837 (1996).

Manjunath, B. S.

B. S. Manjunath and W. Y. Ma, IEEE Trans. Pattern Anal. Machine Intell. 18, 837 (1996).

Manthalkar, R.

R. Manthalkar, P. K. Biswas, and B. N. Chatterji, Pattern Recogn. Lett. 24, 2455 (2003).

Müller, H.

H. Müller, A. Rosset, J.-P. Vallée, and A. Geissbuhler, Proc. SPIE 5371, 99 (2004).

Peng, F.

Y. Chang, F. Peng, G. Zhu, Y. Liu, and Y. Hu, Chinese J. Lasers (in Chinese) 30, 282 (2003).

Porat, M.

M. Porat and Y. Y. Zeevi, IEEE Trans. Biomed. Eng. 36, 115 (1989).

M. Porat and Y. Y. Zeevi, IEEE Trans. Pattern Anal. Machine Intell. 10, 452 (1988).

Pujari, A. K.

C. S. Sastry, M. Ravindranath, A. K. Pujari, and B. L. Deekshatulu, Pattern Recogn. Lett. 28, 293 (2007).

Ratib, O.

A. Rosset, O. Ratib, A. Geissbuhler, and J.-P. Vallée, Radiographics 22, 1567 (2002).

Ravindranath, M.

C. S. Sastry, M. Ravindranath, A. K. Pujari, and B. L. Deekshatulu, Pattern Recogn. Lett. 28, 293 (2007).

Rosset, A.

H. Müller, A. Rosset, J.-P. Vallée, and A. Geissbuhler, Proc. SPIE 5371, 99 (2004).

A. Rosset, O. Ratib, A. Geissbuhler, and J.-P. Vallée, Radiographics 22, 1567 (2002).

Sastry, C. S.

C. S. Sastry, M. Ravindranath, A. K. Pujari, and B. L. Deekshatulu, Pattern Recogn. Lett. 28, 293 (2007).

Shawe-Taylor, J.

S. Li and J. Shawe-Taylor, Pattern Recogn. Lett. 26, 633 (2005).

Shen, J.

S. Li, Y. Han, Y. Zhang, S. Chang, and J. Shen, Acta Opt. Sin. (in Chinese) 26, 147 (2006).

S. Li, Y. Zhang, L. Dong, S. Chang, and J. Shen, Acta Photon. Sin. (in Chinese) 35, 304 (2006).

Suykens, J. A. K.

J. A. K. Suykens and J. Vandewalle, Neural Processing Lett. 9, 293 (1999).

Tan, Y.

Y. Tan, J. Zhang, Y. Hua, G. Zhang, and H. K. Huang, Proc. SPIE 6145, 614515 (2006).

Vallée, J.-P.

H. Müller, A. Rosset, J.-P. Vallée, and A. Geissbuhler, Proc. SPIE 5371, 99 (2004).

A. Rosset, O. Ratib, A. Geissbuhler, and J.-P. Vallée, Radiographics 22, 1567 (2002).

Vandewalle, J.

J. A. K. Suykens and J. Vandewalle, Neural Processing Lett. 9, 293 (1999).

Vapnik, V.

C. Cortes and V. Vapnik, Machine Learning 20, 273 (1995).

Yang, Z.

X. Huang, Z. Yang, and W. Liu, Information and Electronic Engineering (in Chinese) 4, 22 (2006).

Zeevi, Y. Y.

M. Porat and Y. Y. Zeevi, IEEE Trans. Biomed. Eng. 36, 115 (1989).

M. Porat and Y. Y. Zeevi, IEEE Trans. Pattern Anal. Machine Intell. 10, 452 (1988).

Zhang, G.

Y. Tan, J. Zhang, Y. Hua, G. Zhang, and H. K. Huang, Proc. SPIE 6145, 614515 (2006).

Zhang, J.

Y. Tan, J. Zhang, Y. Hua, G. Zhang, and H. K. Huang, Proc. SPIE 6145, 614515 (2006).

Zhang, X.

X. Zhang, Acta Automatica Sinica (in Chinese) 26, 32 (2000).

Zhang, Y.

S. Li, Y. Han, Y. Zhang, S. Chang, and J. Shen, Acta Opt. Sin. (in Chinese) 26, 147 (2006).

S. Li, Y. Zhang, L. Dong, S. Chang, and J. Shen, Acta Photon. Sin. (in Chinese) 35, 304 (2006).

Zhao, C.

Zhu, G.

Y. Chang, F. Peng, G. Zhu, Y. Liu, and Y. Hu, Chinese J. Lasers (in Chinese) 30, 282 (2003).

Zhuang, T.

Acta Automatica Sinica (in Chinese)

X. Zhang, Acta Automatica Sinica (in Chinese) 26, 32 (2000).

Acta Opt. Sin. (in Chinese)

S. Li, Y. Han, Y. Zhang, S. Chang, and J. Shen, Acta Opt. Sin. (in Chinese) 26, 147 (2006).

Acta Photon. Sin. (in Chinese)

S. Li, Y. Zhang, L. Dong, S. Chang, and J. Shen, Acta Photon. Sin. (in Chinese) 35, 304 (2006).

Chin. Opt. Lett.

Chinese J. Lasers (in Chinese)

Y. Chang, F. Peng, G. Zhu, Y. Liu, and Y. Hu, Chinese J. Lasers (in Chinese) 30, 282 (2003).

IEEE Trans. Biomed. Eng.

M. Porat and Y. Y. Zeevi, IEEE Trans. Biomed. Eng. 36, 115 (1989).

IEEE Trans. Pattern Anal. Machine Intell.

M. Porat and Y. Y. Zeevi, IEEE Trans. Pattern Anal. Machine Intell. 10, 452 (1988).

B. S. Manjunath and W. Y. Ma, IEEE Trans. Pattern Anal. Machine Intell. 18, 837 (1996).

Information and Electronic Engineering (in Chinese)

X. Huang, Z. Yang, and W. Liu, Information and Electronic Engineering (in Chinese) 4, 22 (2006).

J. Opt. Soc Am. A

J. G. Daugman, J. Opt. Soc Am. A , 1160 (1985).

Machine Learning

C. Cortes and V. Vapnik, Machine Learning 20, 273 (1995).

Neural Processing Lett.

J. A. K. Suykens and J. Vandewalle, Neural Processing Lett. 9, 293 (1999).

Pattern Recogn. Lett.

R. Manthalkar, P. K. Biswas, and B. N. Chatterji, Pattern Recogn. Lett. 24, 2455 (2003).

S. Li and J. Shawe-Taylor, Pattern Recogn. Lett. 26, 633 (2005).

C. S. Sastry, M. Ravindranath, A. K. Pujari, and B. L. Deekshatulu, Pattern Recogn. Lett. 28, 293 (2007).

Proc. SPIE

Y. Tan, J. Zhang, Y. Hua, G. Zhang, and H. K. Huang, Proc. SPIE 6145, 614515 (2006).

H. Müller, A. Rosset, J.-P. Vallée, and A. Geissbuhler, Proc. SPIE 5371, 99 (2004).

Radiographics

A. Rosset, O. Ratib, A. Geissbuhler, and J.-P. Vallée, Radiographics 22, 1567 (2002).

Other

C. G. Zhao, H. Y. Cheng, Y. L. Huo, and T. G. Zhuang, in Proceedings of 26th Annual International Conference of the IEEE EMBS 1491 (2004).

C.-C. Chang and C.-J. Lin, "LIBSVM: a library for support vector machines" (2001). http://www.csie.ntu. edu.tw/~cjlin/libsvm/index.html (Apr. 10, 2007).

B. E. Boser, I. M. Guyon, and V. N. Vapnik, in Proceedings of the Fifth Annual ACM Workshop on Computational Learning Theory 144 (1992).

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