Evolutionary Design of Problem-Adapted Image Descriptors for Texture Classification
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- @Article{Calzada-Ledesma:2018:IEEEAccess,
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author = "Valentin Calzada-Ledesma and
Hector J. Puga-Soberanes and Manuel Ornelas-Rodriguez and
Alfonso Rojas-Dominguez and Juan Martin Carpio-Valadez and
Andris Espinal and Jorge A. Soria-Alcaraz and
Marco A. Sotelo-Figueroa",
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journal = "IEEE Access",
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title = "Evolutionary Design of Problem-Adapted Image
Descriptors for Texture Classification",
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year = "2018",
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volume = "6",
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pages = "40450--40462",
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abstract = "Effective texture classification requires image
descriptors capable of efficiently detecting,
extracting, and describing the most relevant
information in the images, so that, for instance,
different texture classes can be distinguished despite
image distortions such as varying illuminations,
viewpoints, scales, and rotations. Designing such an
image descriptor is a challenging task that typically
involves the intervention of human experts. In this
paper, a general method to automatically design
effective image descriptors is proposed. Our method is
based on grammatical evolution and, using a set of
example images from a texture classification problem
and a classification algorithm as inputs, generates
problem-adapted image descriptors that achieve very
competitive classification results. Our method is
tested on five well-known texture data sets with
different number of classes and image distortions to
prove its effectiveness and robustness. Our
classification results are statistically compared
against those obtained by means of six popular
hand-crafted texture descriptors in the state of the
art. This statistical analysis shows that our
evolutionarily designed descriptors outperform most of
those designed by human experts.",
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keywords = "genetic algorithms, genetic programming, grammatical
evolution",
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DOI = "doi:10.1109/ACCESS.2018.2858660",
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ISSN = "2169-3536",
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notes = "Also known as \cite{8417408}",
- }
Genetic Programming entries for
Valentin Calzada-Ledesma
Hector J Puga-Soberanes
Manuel Ornelas-Rodriguez
Alfonso Rojas-Dominguez
Juan Martin Carpio-Valadez
Andris Espinal
Jorge Alberto Soria-Alcaraz
Marco Aurelio Sotelo Figueroa
Citations