MetaCartSign in to MyCiteSeer

Include Citations | Advanced Search | Help

Include Citations | Advanced Search | Help

  Conception, Implementation and Validation of an Algorithm for the automated Chaining and simultaneously Parameter Optimization of Image Processing Operations

Download:
pdf | ps
by Angefertigt Am, Fachgebiet Steuerungstechnik Fur Produktionsanlagen, Prof Dr. -ing, W. Adam, Studiengang Informatik
http://www.evolgo.de/Biblio/dipl.ps.gz
Add To MetaCart

Abstract:

One method to detect faults in surfaces is the application of image processing operations, in order to emphasize areas with faults. Usually, a suitable chaining of image processing operations has to be found. During the search, suitable image processing operations are manually sequenced. This has to be repeated till the following goals are reached: Areas with faults should be emphasized and areas without faults should be suppressed. Even in the case of comparable few image processing operations, with each having one or more parameters, this is a tedious task. With increasing number of operations there is a high increase in the effort, which is known as 'combinatorial explosion ' of choices. This paper describes a framework for evolutionary algorithms and a concrete realization, which performs this task automatically. It is designed to use a priori knowledge of the user to narrow the possible search space. Also there are given some results by working with this algorithm.

Citations

4828 Genetic Algorithms – Goldberg - 1989
1782 Genetic Programming: On the Programming of Computers by Means of Natural Selection Cambridge – Koza - 1992
165 Numerische Optimierung von Computer-Modellen mittels der Evolutionsstrategie, volume 26 – Schwefel - 1977
84 An Overview of Evolutionary Computation – Spears, Jong, et al. - 1993
49 Evolutionsstrategie (Frommann-Holzboog – Rechenberg - 1994
38 The hitch-hiker’s guide to evolutionary computation (FAQ for comp.ai. genetic), Available from: http://surf.de.uu.net/encore/www – Heitkoter, Beasley
7 Stochastic hill climbing with learning by vectors of normal distribution – Rudlof, Köppen - 1996
6 Morphologische Bildverarbeitung – Soille - 1998
3 climbing with learning (an abstraction of genetic algorithm – Hill - 1995
2 Einfuhrung in die Evolutionsstrategie – Muth - 1982
1 Implementierung und Erprobung eines einfach zu benutzenden Verfahrens zur Optimierung von Bildverarbeitungsalgorithmen – Konzipierung - 1997