Evolutionary design of efficient and robust switching image filters
Created by W.Langdon from
gp-bibliography.bib Revision:1.7954
- @InProceedings{Vasicek:2011:AHS,
-
author = "Zdenek Vasicek and Michal Bidlo and Lukas Sekanina and
Kyrre Glette",
-
title = "Evolutionary design of efficient and robust switching
image filters",
-
booktitle = "2011 NASA/ESA Conference on Adaptive Hardware and
Systems (AHS)",
-
year = "2011",
-
month = "6-9 " # jun,
-
pages = "192--199",
-
address = "San Diego, USA",
-
size = "8 pages",
-
abstract = "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.",
-
keywords = "genetic algorithms, genetic programming, cartesian
genetic programming, evolutionary design, filter
circuit, high-speed image processing, image
distortions, image filters, impulse burst noise, noise
detector, probability, burst noise, distortion,
filtering theory, image processing, probability",
-
DOI = "doi:10.1109/AHS.2011.5963935",
-
notes = "Also known as \cite{5963935}",
- }
Genetic Programming entries for
Zdenek Vasicek
Michal Bidlo
Lukas Sekanina
Kyrre Harald Glette
Citations