Abstract

The rotation invariant feature of the target is obtained using the multi-direction feature extraction property of the steerable filter. Combining the morphological operation top-hat transform with the self-organizing feature map neural network, the adaptive topological region is selected. Using the erosion operation, the topological region shrinkage is achieved. The steerable filter based morphological self-organizing feature map neural network is applied to automatic target recognition of binary standard patterns and real-world infrared sequence images. Compared with Hamming network and morphological shared-weight networks respectively, the higher recognition correct rate, robust adaptability, quick training, and better generalization of the proposed method are achieved.

© 2005 Chinese Optics Letters

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2003 (1)

N. Yu, H. Wu, C. Y. Wu, F. M. Li, and L. D. Wu, Science in China (series F) 46, 262 (2003).

2002 (1)

Y. He, T. J. Feng, J. K. Cao, X. Q. Ding, and Y. H. Zhou, in IEEE Conf. MLC 3, 1279 (2002).

1999 (1)

M. A. Khabou, P. D. Gader, J. M. Keller, in CVBVS'99 Proceedings 1999, 101 (1999).

1997 (1)

Y. Won, P. D. Gader, and P. C. Coffield, IEEE Trans. Networks 8, 1195 (1997).

1991 (1)

W. T. Freeman and E. H. Adelson, IEEE Trans. Pattern Analysis and Machine Intelligence 13, 891 (1991).

1990 (1)

T. Kohonen, in Proceedings of the IEEE 78, 1464 (1990).

1987 (1)

R. P. Lippmann, IEEE ASSP Mag. 4, 4 (1987).

IEEE ASSP Mag. (1)

R. P. Lippmann, IEEE ASSP Mag. 4, 4 (1987).

IEEE Trans. Networks (1)

Y. Won, P. D. Gader, and P. C. Coffield, IEEE Trans. Networks 8, 1195 (1997).

IEEE Trans. Pattern Analysis and Machine Intelligence (1)

W. T. Freeman and E. H. Adelson, IEEE Trans. Pattern Analysis and Machine Intelligence 13, 891 (1991).

in CVBVS'99 Proceedings (1)

M. A. Khabou, P. D. Gader, J. M. Keller, in CVBVS'99 Proceedings 1999, 101 (1999).

in IEEE Conf. MLC (1)

Y. He, T. J. Feng, J. K. Cao, X. Q. Ding, and Y. H. Zhou, in IEEE Conf. MLC 3, 1279 (2002).

in Proceedings of the IEEE (1)

T. Kohonen, in Proceedings of the IEEE 78, 1464 (1990).

Science in China (series F) (1)

N. Yu, H. Wu, C. Y. Wu, F. M. Li, and L. D. Wu, Science in China (series F) 46, 262 (2003).

Other (1)

http://www.ph.tn.tudelft.nl/Courses/FIP/noframes/fip-Segmenta.html.

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