A Multistage Approach To Cooperatively Coevolving Feature Construction and Object Detection
Created by W.Langdon from
gp-bibliography.bib Revision:1.8010
- @InProceedings{roberts:evows05,
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author = "Mark E. Roberts and Ela Claridge",
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title = "A Multistage Approach To Cooperatively Coevolving
Feature Construction and Object Detection",
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booktitle = "Applications of Evolutionary Computing,
EvoWorkshops2005: {EvoBIO}, {EvoCOMNET}, {EvoHOT},
{EvoIASP}, {EvoMUSART}, {EvoSTOC}",
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year = "2005",
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month = "30 " # mar # "-1 " # apr,
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editor = "Franz Rothlauf and Juergen Branke and
Stefano Cagnoni and David W. Corne and Rolf Drechsler and
Yaochu Jin and Penousal Machado and Elena Marchiori and
Juan Romero and George D. Smith and Giovanni Squillero",
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series = "LNCS",
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volume = "3449",
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publisher = "Springer Verlag",
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address = "Lausanne, Switzerland",
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publisher_address = "Berlin",
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pages = "396--406",
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keywords = "genetic algorithms, genetic programming, evolutionary
computation",
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ISBN = "3-540-25396-3",
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ISSN = "0302-9743",
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DOI = "doi:10.1007/b106856",
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URL = "http://www.cs.bham.ac.uk/~mer/papers/evoiasp-2005.pdf",
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abstract = "In previous work, we showed how cooperative
coevolution could be used to evolve both the feature
construction stage and the classification stage of an
object detection algorithm. Evolving both stages
simultaneously allows highly accurate solutions to be
created while needing only a fraction of the number of
features extracting as in generic approaches.
Scalability issues in the previous system have
motivated the introduction of a multi-stage approach
which has been shown in the literature to provide large
reductions in computational requirements. In this work
we show how using the idea of coevolutionary feature
extraction in conjunction with this multi-stage
approach can reduce the computational requirements by
at least two orders of magnitude, allowing the
impressive performance gains of this technique to be
readily applied to many real world problems.",
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notes = "EvoWorkshops2005",
- }
Genetic Programming entries for
Mark E Roberts
Ela Claridge
Citations