Detail výsledku

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

BIDLO, M.; VAŠÍČEK, Z. 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. p. 29-36. ISBN: 978-1-4673-5847-7.
Typ
článek ve sborníku konference
Jazyk
anglicky
Autoři
Bidlo Michal, doc. Ing., Ph.D., UPSY (FIT)
Vašíček Zdeněk, doc. Ing., Ph.D., UPSY (FIT)
Abstrakt

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.

Klíčová slova

Genetic algorithm, image filter, development, cellular automaton.

URL
Rok
2013
Strany
29–36
Sborník
2013 IEEE International Conference on Evolvable Systems (ICES)
Řada
Proceedings of the 2013 IEEE Symposium Series on Computational Intelligence (SSCI)
Konference
2013 IEEE International Conference on Evolvable Systems - From Biology to Hardware
ISBN
978-1-4673-5847-7
Vydavatel
IEEE Computer Society
Místo
Singapore
DOI
10.1109/ICES.2013.6613279
UT WoS
000334931400005
EID Scopus
2-s2.0-84886710505
BibTeX 
@inproceedings{BUT103451,
  author="Michal {Bidlo} and Zdeněk {Vašíček}",
  title="Functional-Level Development of Image Filters by Means of Cellular Automata",
  booktitle="2013 IEEE International Conference on Evolvable Systems (ICES)",
  year="2013",
  series="Proceedings of the 2013 IEEE Symposium Series on Computational Intelligence (SSCI)",
  pages="29--36",
  publisher="IEEE Computer Society",
  address="Singapore",
  doi="10.1109/ICES.2013.6613279",
  isbn="978-1-4673-5847-7",
  url="http://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=6613279"
}
Projekty
Centrum excelence IT4Innovations, MŠMT, Operační program Výzkum a vývoj pro inovace, ED1.1.00/02.0070, zahájení: 2011-01-01, ukončení: 2015-12-31, ukončen
Natural computing na nekonvenčních platformách, GAČR, Standardní projekty, GAP103/10/1517, zahájení: 2010-01-01, ukončení: 2013-12-31, řešení
Výzkum informačních technologií z hlediska bezpečnosti, MŠMT, Institucionální prostředky SR ČR (např. VZ, VC), MSM0021630528, zahájení: 2007-01-01, ukončení: 2013-12-31, řešení
Výzkumné skupiny
Výzkumná skupina Evolvable Hardware (VZ EHW)
Pracoviště
Ústav počítačových systémů (UPSY)
Nahoru