Abstract

A method of image edge detection using the Hopfield neural network (HNN) is proposed in this paper. The image edge parameters are introduced in detail, and the energy function of HNN is given based on the edge parameters. Tests on the image edge detection show that images detected by the proposed method have good edge closeness and true edge, at the same time it has good anti-noise performance. The image edge detection using HNN is better than that obtained by some other edge detection operators.

© 2005 Chinese Optics Letters

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  1. D. C. Marr and E. Hildreth, C. Proc. Roy. Soc. B207, 283 (1980).
  2. J. Canny, IEEE Trans. PAMI 8, 679 (1986).
  3. M. Muneyasu, K. Hotta, and T. Hinamoto, in Transaction of Neural Networks on IEEE International Conference 4, 1703 (1995).
  4. Y. Uchiyama, M. Haseyama, and H. Kitajima, in Transaction of 2001 IEEE International Symposium on Circuits and Systems 3, 608 (2001).
  5. M. Muneyasu, K. Yamamote, and T. Hinamoto, in Transaction of International Conference on Image Processing 2, 33 (1995).
  6. Y. T. Wang, W. Q. Yuan, J. C. Zhou, and S. Wang, J. of Northeastern University (in Chinese) 20, 126 (1999).
  7. H. J. Yang and D. Q. Liang, Acta Electron. Sin. (in Chinese) 29, 51 (2001).

2001 (2)

Y. Uchiyama, M. Haseyama, and H. Kitajima, in Transaction of 2001 IEEE International Symposium on Circuits and Systems 3, 608 (2001).

H. J. Yang and D. Q. Liang, Acta Electron. Sin. (in Chinese) 29, 51 (2001).

1999 (1)

Y. T. Wang, W. Q. Yuan, J. C. Zhou, and S. Wang, J. of Northeastern University (in Chinese) 20, 126 (1999).

1995 (2)

M. Muneyasu, K. Yamamote, and T. Hinamoto, in Transaction of International Conference on Image Processing 2, 33 (1995).

M. Muneyasu, K. Hotta, and T. Hinamoto, in Transaction of Neural Networks on IEEE International Conference 4, 1703 (1995).

1986 (1)

J. Canny, IEEE Trans. PAMI 8, 679 (1986).

Canny, J.

J. Canny, IEEE Trans. PAMI 8, 679 (1986).

Haseyama, M.

Y. Uchiyama, M. Haseyama, and H. Kitajima, in Transaction of 2001 IEEE International Symposium on Circuits and Systems 3, 608 (2001).

Hinamoto, T.

M. Muneyasu, K. Hotta, and T. Hinamoto, in Transaction of Neural Networks on IEEE International Conference 4, 1703 (1995).

M. Muneyasu, K. Yamamote, and T. Hinamoto, in Transaction of International Conference on Image Processing 2, 33 (1995).

Hotta, K.

M. Muneyasu, K. Hotta, and T. Hinamoto, in Transaction of Neural Networks on IEEE International Conference 4, 1703 (1995).

Kitajima, H.

Y. Uchiyama, M. Haseyama, and H. Kitajima, in Transaction of 2001 IEEE International Symposium on Circuits and Systems 3, 608 (2001).

Liang, D. Q.

H. J. Yang and D. Q. Liang, Acta Electron. Sin. (in Chinese) 29, 51 (2001).

Muneyasu, M.

M. Muneyasu, K. Hotta, and T. Hinamoto, in Transaction of Neural Networks on IEEE International Conference 4, 1703 (1995).

M. Muneyasu, K. Yamamote, and T. Hinamoto, in Transaction of International Conference on Image Processing 2, 33 (1995).

Uchiyama, Y.

Y. Uchiyama, M. Haseyama, and H. Kitajima, in Transaction of 2001 IEEE International Symposium on Circuits and Systems 3, 608 (2001).

Wang, S.

Y. T. Wang, W. Q. Yuan, J. C. Zhou, and S. Wang, J. of Northeastern University (in Chinese) 20, 126 (1999).

Wang, Y. T.

Y. T. Wang, W. Q. Yuan, J. C. Zhou, and S. Wang, J. of Northeastern University (in Chinese) 20, 126 (1999).

Yamamote, K.

M. Muneyasu, K. Yamamote, and T. Hinamoto, in Transaction of International Conference on Image Processing 2, 33 (1995).

Yang, H. J.

H. J. Yang and D. Q. Liang, Acta Electron. Sin. (in Chinese) 29, 51 (2001).

Yuan, W. Q.

Y. T. Wang, W. Q. Yuan, J. C. Zhou, and S. Wang, J. of Northeastern University (in Chinese) 20, 126 (1999).

Zhou, J. C.

Y. T. Wang, W. Q. Yuan, J. C. Zhou, and S. Wang, J. of Northeastern University (in Chinese) 20, 126 (1999).

Acta Electron. Sin. (in Chinese) (1)

H. J. Yang and D. Q. Liang, Acta Electron. Sin. (in Chinese) 29, 51 (2001).

IEEE Trans. PAMI (1)

J. Canny, IEEE Trans. PAMI 8, 679 (1986).

in Transaction of 2001 IEEE International Symposium on Circuits and Systems (1)

Y. Uchiyama, M. Haseyama, and H. Kitajima, in Transaction of 2001 IEEE International Symposium on Circuits and Systems 3, 608 (2001).

in Transaction of International Conference on Image Processing (1)

M. Muneyasu, K. Yamamote, and T. Hinamoto, in Transaction of International Conference on Image Processing 2, 33 (1995).

in Transaction of Neural Networks on IEEE International Conference (1)

M. Muneyasu, K. Hotta, and T. Hinamoto, in Transaction of Neural Networks on IEEE International Conference 4, 1703 (1995).

J. of Northeastern University (in Chinese) (1)

Y. T. Wang, W. Q. Yuan, J. C. Zhou, and S. Wang, J. of Northeastern University (in Chinese) 20, 126 (1999).

Other (1)

D. C. Marr and E. Hildreth, C. Proc. Roy. Soc. B207, 283 (1980).

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