Evaluation of parameters for combining multiple textual sources of evidence for Web image retrieval using genetic programming
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- @Article{journals/jbcs/SaraivaCGSMT13,
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author = "Patricia Correia Saraiva and Joao M. B. Cavalcanti and
Marcos Andre Goncalves and Katia C. Lage dos Santos and
Edleno {Silva de Moura} and Ricardo {da Silva Torres}",
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title = "Evaluation of parameters for combining multiple
textual sources of evidence for Web image retrieval
using genetic programming",
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journal = "Journal of the Brazilian Computer Society",
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year = "2013",
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number = "2",
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volume = "19",
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month = jun,
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keywords = "genetic algorithms, genetic programming",
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bibdate = "2013-05-23",
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bibsource = "DBLP,
http://dblp.uni-trier.de/db/journals/jbcs/jbcs19.html#SaraivaCGSMT13",
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pages = "147--160",
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DOI = "doi:10.1007/s13173-012-0087-1",
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abstract = "Web image retrieval is a research area that is
receiving a lot of attention in the last few years due
to the growing availability of images on the Web. Since
content-based image retrieval is still considered very
difficult and expensive in the Web context, most
current large-scale Web image search engines use
textual descriptions to represent the content of the
Web images. In this paper we present a study about the
usage of genetic programming (GP) to address the
problem of image retrieval on the World Wide Web by
using textual sources of evidence and textual queries.
We investigate several parameter of choices related to
the usage of a framework previously proposed by us. The
proposed framework uses GP to provide a good solution
to combine multiple textual sources of evidence
associated with the Web images. Experiments performed
using a collection with more than 195,000 images
extracted from the Web showed that our evolutionary
approach outperforms the best baseline we used with
gains of 22.36percent in terms of mean average
precision.",
- }
Genetic Programming entries for
Patricia Correia Saraiva
Joao Marcos B Cavalcanti
Marcos Andre Goncalves
Katia Cristina Lage dos Santos
Edleno Silva de Moura
Ricardo da Silva Torres
Citations