Publication detail

Evolution of Impulse Bursts Noise Filters

VAŠÍČEK, Z. BIDLO, M. SEKANINA, L. TORRESEN, J. GLETTE, K. FURUHOLMEN, M.

Original Title

Evolution of Impulse Bursts Noise Filters

Type

article in a collection out of WoS and Scopus

Language

English

Original Abstract

The paper deals with evolutionary design of impulse bursts noise filters. As proposed filters utilize the filtering window of 5 × 5 pixels, the design method has to be able to manage 25 eight-bit inputs. The large number of inputs results in an evolutionary algorithm not able to produce reasonably working filters because of the so-called scalability problem of evolutionary circuit design. However, the filters are designed using an extended version of Cartesian Genetic Programming which enables to reduce the number of inputs by selecting the most important of them. Experimental evaluation of the method has shown that evolved filters exhibit better results than conventional solutions based on various median filters.

Keywords

image filter, evolutionary design, impulse bursts noise

Authors

VAŠÍČEK, Z.; BIDLO, M.; SEKANINA, L.; TORRESEN, J.; GLETTE, K.; FURUHOLMEN, M.

RIV year

2009

Released

2. 8. 2009

Publisher

IEEE Computer Society

Location

Los Alamitos

ISBN

978-0-7695-3714-6

Book

Proc. of the 2009 NASA/ESA Conference on Adaptive Hardware and Systems

Pages from

27

Pages to

34

Pages count

8

URL

BibTex

@inproceedings{BUT33790,
  author="Zdeněk {Vašíček} and Michal {Bidlo} and Lukáš {Sekanina} and Jim {Torresen} and Kyrre {Glette} and Marcus {Furuholmen}",
  title="Evolution of Impulse Bursts Noise Filters",
  booktitle="Proc. of the 2009 NASA/ESA Conference on Adaptive Hardware and Systems",
  year="2009",
  pages="27--34",
  publisher="IEEE Computer Society",
  address="Los Alamitos",
  isbn="978-0-7695-3714-6",
  url="https://www.fit.vut.cz/research/publication/8988/"
}