Edge Detection of Petrographic Images Using Genetic Programming
Created by W.Langdon from
gp-bibliography.bib Revision:1.8098
- @InProceedings{BRoss2:2000:GECCO,
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author = "Brian J. Ross and Frank Fueten and Dmytro Y. Yashkir",
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title = "Edge Detection of Petrographic Images Using Genetic
Programming",
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pages = "658--665",
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year = "2000",
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publisher = "Morgan Kaufmann",
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booktitle = "Proceedings of the Genetic and Evolutionary
Computation Conference (GECCO-2000)",
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editor = "Darrell Whitley and David Goldberg and
Erick Cantu-Paz and Lee Spector and Ian Parmee and Hans-Georg Beyer",
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address = "Las Vegas, Nevada, USA",
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publisher_address = "San Francisco, CA 94104, USA",
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month = "10-12 " # jul,
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keywords = "genetic algorithms, genetic programming",
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ISBN = "1-55860-708-0",
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URL = "http://www.cosc.brocku.ca/~bross/research/rw047.ps",
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URL = "http://gpbib.cs.ucl.ac.uk/gecco2000/RW047.pdf",
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URL = "http://gpbib.cs.ucl.ac.uk/gecco2000/RW047.ps",
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URL = "http://citeseer.ist.psu.edu/317285.html",
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size = "8 pages",
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abstract = "We discuss work in progress that uses genetic
programming to evolve edge detectors for petrographic
images. Microscopic images of thin sections from
mineral samples are obtained using a rotating polarizer
microscope. These images are then processed using a
number of filters, resulting in a set of nine filtered
image parameters. In order to be useful for
higher--level analysis, such as automatic mineral
identification, the grain boundaries within these
images must be identified. Using genetic programming,
edge detecting functions are evolved for this purpose.
The edge detectors may use as any of the filtered image
parameters as input. Since the source images are large,
a subset of the images is sampled for training, and the
remainder of the image is used for testing. This
training data is selected with a biased random sampling
strategy. The complexity of the images dictates that a
generic edge detector for all mineral specimens is
infeasible. Rather, the ...",
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notes = "A joint meeting of the ninth International Conference
on Genetic Algorithms (ICGA-2000) and the fifth Annual
Genetic Programming Conference (GP-2000) Part of
\cite{whitley:2000:GECCO}",
- }
Genetic Programming entries for
Brian J Ross
Frank Fueten
Dmytro Y Yashkir
Citations