A genetic programming framework in the automatic design of combination models for salient object detection
Created by W.Langdon from
gp-bibliography.bib Revision:1.8098
- @Article{Contreras-Cruz:GPEM,
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author = "Marco A. Contreras-Cruz and
Diana E. Martinez-Rodriguez and Uriel H. Hernandez-Belmonte and
Victor Ayala-Ramirez",
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title = "A genetic programming framework in the automatic
design of combination models for salient object
detection",
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journal = "Genetic Programming and Evolvable Machines",
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year = "2019",
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volume = "20",
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number = "3",
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pages = "285--325",
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month = sep,
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keywords = "genetic algorithms, genetic programming, Visual
attention, Contrast based methods, Evolutionary
computation, Fusion strategies, Saliency enhancement,
Saliency aggregation",
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ISSN = "1389-2576",
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DOI = "doi:10.1007/s10710-019-09345-5",
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size = "41 pages",
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abstract = "In computer vision, the salient object detection
problem consists of finding the most attention-grabbing
objects in images. In the last years, many researchers
have proposed salient object detection algorithms to
address this problem. However, most of the algorithms
perform well only on images with specific conditions
and they do not solve the general problem. To cope with
a more significant number of image types than those
where each standalone saliency detection method
performs well, novel methods search to generate a
combination model that improves the overall performance
of detecting salient objects in images. The
contribution of this work is oriented towards the
automatic design of combination models by using genetic
programming. The proposed approach automatically
selects the algorithms to be combined and the
combination operators that result in an improvement in
the overall performance. The evolutionary approach uses
as input a set of candidate saliency detection methods
...",
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notes = "Electronics Engineering Department, Universidad de
Guanajuato, Mexico",
- }
Genetic Programming entries for
Marco Antonio Contreras Cruz
Diana E Martinez-Rodriguez
Uriel Haile Hernandez Belmonte
Victor Ayala-Ramirez
Citations