Detail výsledku

Evolutionary Design of Efficient and Robust Switching Image Filters

VAŠÍČEK, Z.; BIDLO, M.; SEKANINA, L.; GLETTE, K. Evolutionary Design of Efficient and Robust Switching Image Filters. In Proceedings of the 2011 NASA/ESA Conference on Adaptive Hardware and Systems. Los Alamitos: IEEE Computer Society, 2011. p. 192-199. ISBN: 978-1-4577-0599-1.
Typ
článek ve sborníku konference
Jazyk
anglicky
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Abstrakt

This paper proposes an evolutionary approach based on Cartesian Genetic Programming to the design of image filters for impulse burst noise. The impulse burst noise belongs to more serious image distortions that cause a loss of information in a series of pixels together. The results introduced herein represent a continuation of our research in the design of high-quality image filters. Whilst the previous experiments considered only basic impulse burst noise in which a burst corrupting a series of pixels could take a single value, this paper is devoted to the filtering of more realistic noise of this type where the pixels in a burst can take different values. In order to increase the probability of removing the noise pixels while retaining other pixels unchanged, the concept of switching filter will be applied. In our case it means that the filter system is designed by evolution of both a filter circuit and a noise detector. We show that the proposed method is able to design an efficient and robust impulse burst noise filter that exhibits better filtering properties in comparison with several conventional approaches and, moreover, it is also suitable for a high-speed image processing.

Klíčová slova

image filter, evolutionary design, impulse burst noise, digital circuit

Rok
2011
Strany
192–199
Sborník
Proceedings of the 2011 NASA/ESA Conference on Adaptive Hardware and Systems
Konference
NASA/ESA Conference on Adaptive Hardware and Systems 2011
ISBN
978-1-4577-0599-1
Vydavatel
IEEE Computer Society
Místo
Los Alamitos
DOI
EID Scopus
BibTeX
@inproceedings{BUT76398,
  author="Zdeněk {Vašíček} and Michal {Bidlo} and Lukáš {Sekanina} and Kyrre {Glette}",
  title="Evolutionary Design of Efficient and Robust Switching Image Filters",
  booktitle="Proceedings of the 2011 NASA/ESA Conference on Adaptive Hardware and Systems",
  year="2011",
  pages="192--199",
  publisher="IEEE Computer Society",
  address="Los Alamitos",
  doi="10.1109/ahs.2011.5963935",
  isbn="978-1-4577-0599-1",
  url="https://www.fit.vut.cz/research/publication/9680/"
}
Soubory
Projekty
Matematické a inženýrské metody pro vývoj spolehlivých a bezpečných paralelních a distribuovaných počítačových systémů, GAČR, Doktorské granty, GD102/09/H042, zahájení: 2009-01-30, ukončení: 2012-12-31, ukončen
Natural computing na nekonvenčních platformách, GAČR, Standardní projekty, GAP103/10/1517, zahájení: 2010-01-01, ukončení: 2013-12-31, řešení
Pokročilé bezpečné, spolehlivé a adaptivní IT, VUT, Vnitřní projekty VUT, FIT-S-11-1, zahájení: 2011-01-01, ukončení: 2013-12-31, ukončen
Výzkum informačních technologií z hlediska bezpečnosti, MŠMT, Institucionální prostředky SR ČR (např. VZ, VC), MSM0021630528, zahájení: 2007-01-01, ukončení: 2013-12-31, řešení
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