Abstract

A new image registration algorithm with robust cost function and progressive refinement estimation is developed on the basis of direct method (DM). The robustness lies in M-estimation to avert larger local noise and outliers. Moreover, the progressive refinement model estimation under the multi-resolution framework, where the initial parameter values of coarse level are estimated by Mellin transformation, is adopted so as to get global optimization and reduce search space. Experiments show that the proposed algorithm greatly extends the scope of the conventional DM of image registration.

© 2005 Chinese Optics Letters

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  1. L. G. Brown, ACM Computing Surveys 24, 325 (1992).
  2. B. Zitova and J. Flusser, Image and Vision Computing 21, 977 (2003).
  3. R. Szeliski, IEEE Computer Graphics and Applications 16, 22 (1996).
  4. Z. Zhang, Image and Vision Computing Journal 15, 59 (1997).
  5. P. J. Rousseeuw and A. M. Leroy, Robust Regression and Outlier Detection (John Wiley & Sons, New York, 1987) p.329.
  6. B. S. Reddy and B. N. Chatterji, IEEE Trans. Image Processing 5, 1266 (1996).
  7. http://vision.ece.ucsb.edu/registration/satellite/.

2003

B. Zitova and J. Flusser, Image and Vision Computing 21, 977 (2003).

1997

Z. Zhang, Image and Vision Computing Journal 15, 59 (1997).

1996

B. S. Reddy and B. N. Chatterji, IEEE Trans. Image Processing 5, 1266 (1996).

R. Szeliski, IEEE Computer Graphics and Applications 16, 22 (1996).

1992

L. G. Brown, ACM Computing Surveys 24, 325 (1992).

Brown, L. G.

L. G. Brown, ACM Computing Surveys 24, 325 (1992).

Chatterji, B. N.

B. S. Reddy and B. N. Chatterji, IEEE Trans. Image Processing 5, 1266 (1996).

Flusser, J.

B. Zitova and J. Flusser, Image and Vision Computing 21, 977 (2003).

Reddy, B. S.

B. S. Reddy and B. N. Chatterji, IEEE Trans. Image Processing 5, 1266 (1996).

Szeliski, R.

R. Szeliski, IEEE Computer Graphics and Applications 16, 22 (1996).

Zhang, Z.

Z. Zhang, Image and Vision Computing Journal 15, 59 (1997).

Zitova, B.

B. Zitova and J. Flusser, Image and Vision Computing 21, 977 (2003).

ACM Computing Surveys

L. G. Brown, ACM Computing Surveys 24, 325 (1992).

IEEE Computer Graphics and Applications

R. Szeliski, IEEE Computer Graphics and Applications 16, 22 (1996).

IEEE Trans. Image Processing

B. S. Reddy and B. N. Chatterji, IEEE Trans. Image Processing 5, 1266 (1996).

Image and Vision Computing

B. Zitova and J. Flusser, Image and Vision Computing 21, 977 (2003).

Image and Vision Computing Journal

Z. Zhang, Image and Vision Computing Journal 15, 59 (1997).

Other

P. J. Rousseeuw and A. M. Leroy, Robust Regression and Outlier Detection (John Wiley & Sons, New York, 1987) p.329.

http://vision.ece.ucsb.edu/registration/satellite/.

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