Faculty of Information Technology, BUT

Publication Details

Functional-Level Development of Image Filters by Means of Cellular Automata

BIDLO Michal and VAŠÍČEK Zdeněk. Functional-Level Development of Image Filters by Means of Cellular Automata. In: 2013 IEEE International Conference on Evolvable Systems (ICES). Proceedings of the 2013 IEEE Symposium Series on Computational Intelligence (SSCI). Singapore: IEEE Computer Society, 2013, pp. 29-36. ISBN 978-1-4673-5847-7. Available from: http://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=6613279
Czech title
Vývoj obrazových filtrů na úrovni funkčních bloků pomocí celulárních automatů
Type
conference paper
Language
english
Authors
URL
Keywords
Genetic algorithm, image filter, development, cellular automaton.
Abstract
A developmental method based on one-dimensional uniform cellular automaton is presented for generating image filters at the level of functional blocks. The key idea is to enhance the local transition function of cellular automaton in order to enable its cells to generate functional blocks when determining the new states during development. Simple genetic algorithm is applied to find a suitable cellular automaton (its initial state and the transition function) that is able in a finite number of steps to generate a functional structure for image filtering. Several sets of experiments are presented considering various settings of parameters of the developmental system. The evolved filters are evaluated using different types of grayscale images corrupted by salt-and-pepper noise of various intensity. The obtained filters are compared to some conventional median filters with respect to the filtering quality.
Published
2013
Pages
29-36
Proceedings
2013 IEEE International Conference on Evolvable Systems (ICES)
Series
Proceedings of the 2013 IEEE Symposium Series on Computational Intelligence (SSCI)
Conference
2013 IEEE International Conference on Evolvable Systems - From Biology to Hardware, Singapore, SG
ISBN
978-1-4673-5847-7
Publisher
IEEE Computer Society
Place
Singapore, SG
DOI
BibTeX
@INPROCEEDINGS{FITPUB10247,
   author = "Michal Bidlo and Zden\v{e}k Va\v{s}\'{i}\v{c}ek",
   title = "Functional-Level Development of Image Filters by Means of Cellular Automata",
   pages = "29--36",
   booktitle = "2013 IEEE International Conference on Evolvable Systems (ICES)",
   series = "Proceedings of the 2013 IEEE Symposium Series on Computational Intelligence (SSCI)",
   year = 2013,
   location = "Singapore, SG",
   publisher = "IEEE Computer Society",
   ISBN = "978-1-4673-5847-7",
   doi = "10.1109/ICES.2013.6613279",
   language = "english",
   url = "https://www.fit.vut.cz/research/publication/10247"
}
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