Abstract
A technique whereby Genetic Algorithms can be used for the optmisation of Grey-Scale Soft Morphological Filters is introduced. Soft Morphological Filters and Genetic Algorithms are briefly reviewed. Results of applying the optimisation method to noise-reduction problems are shown.
This is a preview of subscription content, log in via an institution to check access.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Koskinen, L., Astola, J., Neuvo, Y.: 1992, ‘Soft Morphological Filters’, Proc. SPIE Symp. on Image Algebra and Morphological Image Processing II, San Diego, USA, July 1992, pp. 262–270.
Pu, C.C., Shih, F.Y.: 1993, ‘Soft Mathematical Morphology: Binary and Grey-Scale’, Proc. Int. Workshop on Mathematical Morphology and its Application to Signal Processing, Barcelona, Spain, May, 1993, pp. 28–33.
Harvey, N.R., Marshall, S.: 1994, ‘Using Genetic Algorithms in the Design of Morphological Filters’, in Mathematical Morphology and Its Applications to Image Procesing, Eds. Serra, J., Soille, P., Kluwer Academic Publishers, 1994].
Harvey, N.R., Marshall, S.: “Rank-Order Morphological Filters: A New Class of Filters”, Proc. IEEE Workshop on Nonlinear Signal and Image Processing, Halkidiki, Greece, June 1995, pp. 975–978.
Huttunen, H., Kuosmanen, P., Koskinen, L., Astola, J.: 1992, ‘Optimization of Soft Morphological Filters by Genetic Algorithms’, Proc. of Image Algebra and Morphological Image Processing V, San Diego, USA, July 1994, pp. 13–24.
Holland, J.H.: 1992, Adaptation in Natural and Artificial Systems, [MIT Press/Bradford Books, 1992].
Goldberg, D.E.: 1989, Genetic Algorithms in Search, Optimization and Machine Learning, [Addison-Wesley, 1989].
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 1996 Kluwer Academic Publishers
About this chapter
Cite this chapter
Harvey, N.R., Marshall, S. (1996). Grey-Scale Soft Morphological Filter Optimization by Genetic Algorithms. In: Maragos, P., Schafer, R.W., Butt, M.A. (eds) Mathematical Morphology and its Applications to Image and Signal Processing. Computational Imaging and Vision, vol 5. Springer, Boston, MA. https://doi.org/10.1007/978-1-4613-0469-2_21
Download citation
DOI: https://doi.org/10.1007/978-1-4613-0469-2_21
Publisher Name: Springer, Boston, MA
Print ISBN: 978-1-4613-8063-4
Online ISBN: 978-1-4613-0469-2
eBook Packages: Springer Book Archive