Abstract

We investigate the spectral approaches to the problem of point pattern matching, and present a spectral feature descriptors based on partial least square (PLS). Given keypoints of two images, we define the position similarity matrices respectively, and extract the spectral features from the matrices by PLS, which indicate geometric distribution and inner relationships of the keypoints. Then the keypoints matching is done by bipartite graph matching. The experiments on both synthetic and real-world data corroborate the robustness and invariance of the algorithm.

© 2009 Chinese Optics Letters

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  1. B. Zitová and J. Flusser, Image Vision Comput. 21, 977 (2003).
  2. X. Yang and J. Pei, Chin. Opt. Lett. 3, 510 (2005).
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  6. M. Carcassoni and E. R. Hancock, Pattern Recogn. 36, 193 (2003).
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  13. P. J. Besl and N. D. McKay, IEEE Trans. Pattern Anal. Mach. Intell. 14, 239 (1992).
  14. Y. Wang, F. Makedon, J. Ford, and H. Huang, in Proceedings of the 26th Annual Int. Conf. IEEE EMBS 4, 2972 (2004).

2006

2005

X. Yang and J. Pei, Chin. Opt. Lett. 3, 510 (2005).

Q.-S. Sun, Z. Jin, P.-A. Heng, and D.-S. Xia, Lecture Notes in Computer Science 3686, 268 (2005).

2004

H. Wang and E. Hancock, Lecture Notes in Computer Science 3138, 361 (2004).

2003

M. Carcassoni and E. R. Hancock, Pattern Recogn. 36, 193 (2003).

B. Zitová and J. Flusser, Image Vision Comput. 21, 977 (2003).

2001

P. Dare and I. Dowman, ISPRS J. Photogramm. Remote Sens. 56, 13 (2001).

1992

L. S. Shapiro and J. M. Brady, Image Vision Comput. 10, 283 (1992).

P. J. Besl and N. D. McKay, IEEE Trans. Pattern Anal. Mach. Intell. 14, 239 (1992).

1991

G. L. Scott and H. C. Longuet-Higgins, Proc. R. Soc. Lond. B 244, 21 (1991).

1988

A. Hoskuldsson, J. Chemometr. 2, 211 (1988).

1984

S. Wold, H. Ruhe, H. Wold, and W. J. Dunn III, SIAM J. Sci. Sta. Comput. 5, 735 (1984).

Aguilar, W.

W. Aguilar, Y. Frauel, F. Escolano, M. E. Martinez-Perez, A. Espinosa-Romero, and M. A. Lozano, Image Vision Comput. (to be published).

Besl, P. J.

P. J. Besl and N. D. McKay, IEEE Trans. Pattern Anal. Mach. Intell. 14, 239 (1992).

Brady, J. M.

L. S. Shapiro and J. M. Brady, Image Vision Comput. 10, 283 (1992).

Carcassoni, M.

M. Carcassoni and E. R. Hancock, Pattern Recogn. 36, 193 (2003).

Dare, P.

P. Dare and I. Dowman, ISPRS J. Photogramm. Remote Sens. 56, 13 (2001).

Dowman, I.

P. Dare and I. Dowman, ISPRS J. Photogramm. Remote Sens. 56, 13 (2001).

Escolano, F.

W. Aguilar, Y. Frauel, F. Escolano, M. E. Martinez-Perez, A. Espinosa-Romero, and M. A. Lozano, Image Vision Comput. (to be published).

Espinosa-Romero, A.

W. Aguilar, Y. Frauel, F. Escolano, M. E. Martinez-Perez, A. Espinosa-Romero, and M. A. Lozano, Image Vision Comput. (to be published).

Flusser, J.

B. Zitová and J. Flusser, Image Vision Comput. 21, 977 (2003).

Frauel, Y.

W. Aguilar, Y. Frauel, F. Escolano, M. E. Martinez-Perez, A. Espinosa-Romero, and M. A. Lozano, Image Vision Comput. (to be published).

Hancock, E.

H. Wang and E. Hancock, Lecture Notes in Computer Science 3138, 361 (2004).

Hancock, E. R.

M. Carcassoni and E. R. Hancock, Pattern Recogn. 36, 193 (2003).

Heng, P.-A.

Q.-S. Sun, Z. Jin, P.-A. Heng, and D.-S. Xia, Lecture Notes in Computer Science 3686, 268 (2005).

Hoskuldsson, A.

A. Hoskuldsson, J. Chemometr. 2, 211 (1988).

III, W. J. Dunn

S. Wold, H. Ruhe, H. Wold, and W. J. Dunn III, SIAM J. Sci. Sta. Comput. 5, 735 (1984).

Jin, Z.

Q.-S. Sun, Z. Jin, P.-A. Heng, and D.-S. Xia, Lecture Notes in Computer Science 3686, 268 (2005).

Li, S.

Longuet-Higgins, H. C.

G. L. Scott and H. C. Longuet-Higgins, Proc. R. Soc. Lond. B 244, 21 (1991).

Lozano, M. A.

W. Aguilar, Y. Frauel, F. Escolano, M. E. Martinez-Perez, A. Espinosa-Romero, and M. A. Lozano, Image Vision Comput. (to be published).

Martinez-Perez, M. E.

W. Aguilar, Y. Frauel, F. Escolano, M. E. Martinez-Perez, A. Espinosa-Romero, and M. A. Lozano, Image Vision Comput. (to be published).

McKay, N. D.

P. J. Besl and N. D. McKay, IEEE Trans. Pattern Anal. Mach. Intell. 14, 239 (1992).

Pei, J.

Ruhe, H.

S. Wold, H. Ruhe, H. Wold, and W. J. Dunn III, SIAM J. Sci. Sta. Comput. 5, 735 (1984).

Scott, G. L.

G. L. Scott and H. C. Longuet-Higgins, Proc. R. Soc. Lond. B 244, 21 (1991).

Shapiro, L. S.

L. S. Shapiro and J. M. Brady, Image Vision Comput. 10, 283 (1992).

Su, L.

Sun, Q.-S.

Q.-S. Sun, Z. Jin, P.-A. Heng, and D.-S. Xia, Lecture Notes in Computer Science 3686, 268 (2005).

Wang, H.

H. Wang and E. Hancock, Lecture Notes in Computer Science 3138, 361 (2004).

Wold, H.

S. Wold, H. Ruhe, H. Wold, and W. J. Dunn III, SIAM J. Sci. Sta. Comput. 5, 735 (1984).

Wold, S.

S. Wold, H. Ruhe, H. Wold, and W. J. Dunn III, SIAM J. Sci. Sta. Comput. 5, 735 (1984).

Xia, D.-S.

Q.-S. Sun, Z. Jin, P.-A. Heng, and D.-S. Xia, Lecture Notes in Computer Science 3686, 268 (2005).

Yang, X.

Ye, F.

Zitová, B.

B. Zitová and J. Flusser, Image Vision Comput. 21, 977 (2003).

Chin. Opt. Lett.

IEEE Trans. Pattern Anal. Mach. Intell.

P. J. Besl and N. D. McKay, IEEE Trans. Pattern Anal. Mach. Intell. 14, 239 (1992).

Image Vision Comput.

B. Zitová and J. Flusser, Image Vision Comput. 21, 977 (2003).

W. Aguilar, Y. Frauel, F. Escolano, M. E. Martinez-Perez, A. Espinosa-Romero, and M. A. Lozano, Image Vision Comput. (to be published).

L. S. Shapiro and J. M. Brady, Image Vision Comput. 10, 283 (1992).

ISPRS J. Photogramm. Remote Sens.

P. Dare and I. Dowman, ISPRS J. Photogramm. Remote Sens. 56, 13 (2001).

J. Chemometr.

A. Hoskuldsson, J. Chemometr. 2, 211 (1988).

Lecture Notes in Computer Science

Q.-S. Sun, Z. Jin, P.-A. Heng, and D.-S. Xia, Lecture Notes in Computer Science 3686, 268 (2005).

H. Wang and E. Hancock, Lecture Notes in Computer Science 3138, 361 (2004).

Pattern Recogn.

M. Carcassoni and E. R. Hancock, Pattern Recogn. 36, 193 (2003).

Proc. R. Soc. Lond. B

G. L. Scott and H. C. Longuet-Higgins, Proc. R. Soc. Lond. B 244, 21 (1991).

SIAM J. Sci. Sta. Comput.

S. Wold, H. Ruhe, H. Wold, and W. J. Dunn III, SIAM J. Sci. Sta. Comput. 5, 735 (1984).

Other

Y. Wang, F. Makedon, J. Ford, and H. Huang, in Proceedings of the 26th Annual Int. Conf. IEEE EMBS 4, 2972 (2004).

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