Abstract
A new neural network adaptive switching median (NASM) filter is proposed to remove salt-and-pepper impulse noise from corrupted image. The algorithm is developed by combining advantages of the known median-type filters with impulse detection scheme and the neural network was included into impulse detection step to improve its characteristics. Comparison of the given method with traditional filters is provided.
Preview
Unable to display preview. Download preview PDF.
Similar content being viewed by others
References
Pitas, I., Venetsanopoulos, A.: Nonlinear Digital Filters: Principles and Applications. Kluwer, Boston (1990)
Mitra, S., Sicuranza, G.: Nonlinear Image Processing. Academic Press, London (2000)
Nodes, T., Gallagher, N.: Median Filters: Some Modifications and Their Properties. IEEE Trans. ASSP ASSP-30(5) (1982)
Yin, L., Yang, R., Gabbouj, M., Neuvo, Y.: Weighted Median Filters: A Tutorial. IEEE Trans. Circuits Systems 43(3), 157–192 (1996)
Sun, T., Neuvo, Y.: Detail-Preserving Median Based Filters in Image Processing. Pattern Recognit. Lett. 15, 341–347 (1994)
Kong, H., Guan, L.: A Neural Network Adaptive Filter for the Removal of Impulse Noise in Digital Images. Neural Networks 9(3), 373–378 (1996)
Zhang, D., Wang, Z.: Impulse Noise Detection and Removal Using Fuzzy Techniques. Electron. Lett. 33, 378–379 (1997)
Wang, Z., Zhang, D.: Progressive Switching Median Filter for the Removal of Impulse Noise from Highly Corrupted Images. IEEE Trans. Circuits Systems – II 46(1), 78–80 (1999)
Hwang, H., Haddad, R.: Adaptive Median Filters: New Algorithms and Results. IEEE Trans. on Image Processing 4(4), 499–502 (1995)
Ko, S., Lee, Y.: Center Weighted Median Filters and Their Applications to Image Enhancement. IEEE Trans. Circuits Systems 38(9), 984–993 (1991)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2005 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Zvonarev, P.S., Apalkov, I.V., Khryashchev, V.V., Priorov, A.L. (2005). Adaptive Switching Median Filter with Neural Network Impulse Detection Step. In: Duch, W., Kacprzyk, J., Oja, E., Zadrożny, S. (eds) Artificial Neural Networks: Biological Inspirations – ICANN 2005. ICANN 2005. Lecture Notes in Computer Science, vol 3696. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11550822_84
Download citation
DOI: https://doi.org/10.1007/11550822_84
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-28752-0
Online ISBN: 978-3-540-28754-4
eBook Packages: Computer ScienceComputer Science (R0)