Abstract

The separation of noisy image is a very exciting area of research, especially when no prior information is available about the noisy image. In this paper, we propose a robust independent component analysis (ICA) network for separation images contaminated with high-level additive noise or outliers. We reduce the power of additive noise by adding outlier rejection rule in ICA. Extensive computer simulations confirm robustness and the excellent performance of the resulting algorithms.

© 2006 Chinese Optics Letters

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  1. X. Chai, C. Zhou, Z. Feng, Y. Wang, and Y. Zuo, Chin. Opt. Lett. 4, 11 (2006).
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  4. S. Amari, A. Cichocki and H. H. Yang, Advances in Neural Information Processing Systems 757 (1996).
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  6. M. Hubert, P. J. Rousseeuw, and K. Vanden Branden, Technometrics 47, 64 (2005).
  7. P. J. Rousseeuw and K. Van Driessen, Technometrics 41, 212 (1999).
  8. S. Cruces, L. Castedo, and A. Cichocki, Neurocomputing 49, 87 (2002).
  9. A. Hyvarinen, IEEE Trans. NN 10, 626 (1999).
  10. A. Cichocki and S. Amari, Adaptive Blind Signal and Image Processing (John Wiley and Sons, Cichester, 2002).
  11. X. Giannakopoulos, J. Karhunen, and E. Oja, Int. J. Neural Systems 9, 99 (1999).

2006

2005

M. Hubert, P. J. Rousseeuw, and K. Vanden Branden, Technometrics 47, 64 (2005).

2002

S. Cruces, L. Castedo, and A. Cichocki, Neurocomputing 49, 87 (2002).

1999

A. Hyvarinen, IEEE Trans. NN 10, 626 (1999).

X. Giannakopoulos, J. Karhunen, and E. Oja, Int. J. Neural Systems 9, 99 (1999).

P. J. Rousseeuw and K. Van Driessen, Technometrics 41, 212 (1999).

1994

P. Comon, Signal Processing 36, 287 (1994).

Branden, K. Vanden

M. Hubert, P. J. Rousseeuw, and K. Vanden Branden, Technometrics 47, 64 (2005).

Castedo, L.

S. Cruces, L. Castedo, and A. Cichocki, Neurocomputing 49, 87 (2002).

Chai, X.

Cichocki, A.

S. Cruces, L. Castedo, and A. Cichocki, Neurocomputing 49, 87 (2002).

Comon, P.

P. Comon, Signal Processing 36, 287 (1994).

Cruces, S.

S. Cruces, L. Castedo, and A. Cichocki, Neurocomputing 49, 87 (2002).

Driessen, K. Van

P. J. Rousseeuw and K. Van Driessen, Technometrics 41, 212 (1999).

Feng, Z.

Giannakopoulos, X.

X. Giannakopoulos, J. Karhunen, and E. Oja, Int. J. Neural Systems 9, 99 (1999).

Hubert, M.

M. Hubert, P. J. Rousseeuw, and K. Vanden Branden, Technometrics 47, 64 (2005).

Hyvarinen, A.

A. Hyvarinen, IEEE Trans. NN 10, 626 (1999).

Karhunen, J.

X. Giannakopoulos, J. Karhunen, and E. Oja, Int. J. Neural Systems 9, 99 (1999).

Oja, E.

X. Giannakopoulos, J. Karhunen, and E. Oja, Int. J. Neural Systems 9, 99 (1999).

Rousseeuw, P. J.

M. Hubert, P. J. Rousseeuw, and K. Vanden Branden, Technometrics 47, 64 (2005).

P. J. Rousseeuw and K. Van Driessen, Technometrics 41, 212 (1999).

Wang, Y.

Zhou, C.

Zuo, Y.

Chin. Opt. Lett.

IEEE Trans. NN

A. Hyvarinen, IEEE Trans. NN 10, 626 (1999).

Int. J. Neural Systems

X. Giannakopoulos, J. Karhunen, and E. Oja, Int. J. Neural Systems 9, 99 (1999).

Neurocomputing

S. Cruces, L. Castedo, and A. Cichocki, Neurocomputing 49, 87 (2002).

Signal Processing

P. Comon, Signal Processing 36, 287 (1994).

Technometrics

M. Hubert, P. J. Rousseeuw, and K. Vanden Branden, Technometrics 47, 64 (2005).

P. J. Rousseeuw and K. Van Driessen, Technometrics 41, 212 (1999).

Other

A. Cichocki and S. Amari, Adaptive Blind Signal and Image Processing (John Wiley and Sons, Cichester, 2002).

S. Amari, A. Cichocki, and H. H. Yang, in Proc. Int. Symp. on Nonlinear Theory and its Applications 37 (1995).

S. Amari, A. Cichocki and H. H. Yang, Advances in Neural Information Processing Systems 757 (1996).

S. Pandey, N. Billor, and A. Turkmen, in Proc. Int. Conf. on Statistics, Combinatorics, Mathematics and Applications (2005).

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