Cooperative Coevolution of Image Feature Construction and Object Detection
Created by W.Langdon from
gp-bibliography.bib Revision:1.8010
- @InProceedings{Roberts:PPSN:2004,
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author = "Mark E. Roberts and Ela Claridge",
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title = "Cooperative Coevolution of Image Feature Construction
and Object Detection",
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booktitle = "Parallel Problem Solving from Nature - PPSN VIII",
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year = "2004",
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editor = "Xin Yao and Edmund Burke and Jose A. Lozano and
Jim Smith and Juan J. Merelo-Guerv\'os and
John A. Bullinaria and Jonathan Rowe and
Peter Ti\v{n}o Ata Kab\'an and Hans-Paul Schwefel",
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volume = "3242",
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pages = "902--911",
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series = "LNCS",
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address = "Birmingham, UK",
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publisher_address = "Berlin",
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month = "18-22 " # sep,
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publisher = "Springer-Verlag",
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keywords = "genetic algorithms, genetic programming, coevolution,
image analysis",
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ISBN = "3-540-23092-0",
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URL = "http://www.cs.bham.ac.uk/~mer/papers/ppsn-2004.pdf",
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URL = "https://rdcu.be/dc0lt",
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DOI = "doi:10.1007/b100601",
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DOI = "doi:10.1007/978-3-540-30217-9_91",
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abstract = "Most previous approaches using genetic programming to
solve object detection tasks have evolved classifiers
which are basically arithmetic expressions using
pre-extracted local pixel statistics as terminals. The
pixel statistics chosen are often highly general,
meaning that the classifier cannot exploit useful
aspects of the domain, or are too domain specific and
overfit. This work presents a system whereby a feature
construction stage is simultaneously coevolved along
side the GP object detectors. Effectively, the system
learns both stages of the visual process
simultaneously. This work shows initial results of
using this technique on both artificial and natual
images and shows how it can quickly adapt to form
general solutions to difficult scale and rotation
invariant problems.",
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notes = "PPSN-VIII",
- }
Genetic Programming entries for
Mark E Roberts
Ela Claridge
Citations