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Chinese Optics Letters

Chinese Optics Letters


  • Vol. 2, Iss. 4 — Apr. 10, 2004
  • pp: 213–216

Hopfield neural network and its applications on image edge detection

Yonghong Zhang, Dejin Hu, Kai Zhang, and Junjie Xu  »View Author Affiliations

Chinese Optics Letters, Vol. 2, Issue 4, pp. 213-216 (2004)

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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

OCIS Codes
(100.2000) Image processing : Digital image processing
(100.2960) Image processing : Image analysis
(100.3010) Image processing : Image reconstruction techniques
(110.2970) Imaging systems : Image detection systems

Yonghong Zhang, Dejin Hu, Kai Zhang, and Junjie Xu, "Hopfield neural network and its applications on image edge detection," Chin. Opt. Lett. 2, 213-216 (2004)

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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).

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