Automatic Eye Detection Using Semivariogram Function and Support Vector Machine

Detalhes bibliográficos
Autor(a) principal: Almeida, João Dallyson Sousa de
Data de Publicação: 2010
Outros Autores: Silva, Aristófanes Corrêa, Paiva, Anselmo Cardoso
Tipo de documento: Outros
Idioma: eng
Título da fonte: Repositório Institucional da UFMA
Texto Completo: http://gurupi.ufma.br:8080/jspui/1/305
Resumo: Também disponível em: http://www.ic.uff.br/iwssip2010/Proceedings/nav/papers/paper_56.pdf
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spelling Almeida, João Dallyson Sousa deSilva, Aristófanes CorrêaPaiva, Anselmo Cardoso2010-10-14T14:01:14Z2010-10-14T14:01:14Z2010Almeida, João Dallyson Sousa de ; Silva, Aristófanes Corrêa; Paiva, Anselmo Cardoso. Automatic Eye Detection Using Semivariogram Function and Support Vector Machine. In: 17th International Conference on Systems, Signals and Image Processing (IWSSIP 2010), 2010, Rio de Janeiro. 17th International Conference on Systems, Signals and Image Processing. Niterói : EdUFF - Editora da Universidade Federal Fluminense, 2010. p. 174-177.http://gurupi.ufma.br:8080/jspui/1/305Também disponível em: http://www.ic.uff.br/iwssip2010/Proceedings/nav/papers/paper_56.pdfSeveral computational systems which depend on the precise location of the eyes have been developed in the last decades. Aware of this need, we propose a method for automatic detection of eyes in images of human faces using semivariogram functions and support vector machines. Patterns of eyes region and other areas of the face are represented through the semivariogram function to precisely distinguish the region of the eyes. The method was tested in the ORL human face database, which contains 400 images grouped in 40 persons, each having 10 different expressions. The detection obtained results of sensitivity of 84.6%, specificity of 93.4% and accuracy of 88.45%.Submitted by Aparecida Cruz (cidazen@gmail.com) on 2010-10-14T14:01:14Z No. of bitstreams: 1 paper_56.pdf: 146076 bytes, checksum: a3b679e3160c37d8b571eb05a138f52e (MD5)Made available in DSpace on 2010-10-14T14:01:14Z (GMT). No. of bitstreams: 1 paper_56.pdf: 146076 bytes, checksum: a3b679e3160c37d8b571eb05a138f52e (MD5) Previous issue date: 2010Automatic eye detectionsemivariogram functionsupport vector machine (SVM)Automatic Eye Detection Using Semivariogram Function and Support Vector Machineinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/otherengreponame:Repositório Institucional da UFMAinstname:Universidade Federal do Maranhão (UFMA)instacron:UFMAinfo:eu-repo/semantics/openAccessORIGINALpaper_56.pdfpaper_56.pdfapplication/pdf146076http://repositorio.ufma.br:8080/xmlui/bitstream/1/305/1/paper_56.pdfa3b679e3160c37d8b571eb05a138f52eMD51LICENSElicense.txtlicense.txttext/plain; charset=utf-81829http://repositorio.ufma.br:8080/xmlui/bitstream/1/305/2/license.txt89be553dc81c557318c8a1e0b2e1b451MD521/3052010-10-14 11:01:14.279oai:http://gurupi.ufma.br: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Repositório InstitucionalPUBhttp://repositorio.ufma.br:8080/oai/requestrepositorio@ufma.bropendoar:2010-10-14T14:01:14Repositório Institucional da UFMA - Universidade Federal do Maranhão (UFMA)false
dc.title.pt_BR.fl_str_mv Automatic Eye Detection Using Semivariogram Function and Support Vector Machine
title Automatic Eye Detection Using Semivariogram Function and Support Vector Machine
spellingShingle Automatic Eye Detection Using Semivariogram Function and Support Vector Machine
Almeida, João Dallyson Sousa de
Automatic eye detection
semivariogram function
support vector machine (SVM)
title_short Automatic Eye Detection Using Semivariogram Function and Support Vector Machine
title_full Automatic Eye Detection Using Semivariogram Function and Support Vector Machine
title_fullStr Automatic Eye Detection Using Semivariogram Function and Support Vector Machine
title_full_unstemmed Automatic Eye Detection Using Semivariogram Function and Support Vector Machine
title_sort Automatic Eye Detection Using Semivariogram Function and Support Vector Machine
author Almeida, João Dallyson Sousa de
author_facet Almeida, João Dallyson Sousa de
Silva, Aristófanes Corrêa
Paiva, Anselmo Cardoso
author_role author
author2 Silva, Aristófanes Corrêa
Paiva, Anselmo Cardoso
author2_role author
author
dc.contributor.author.fl_str_mv Almeida, João Dallyson Sousa de
Silva, Aristófanes Corrêa
Paiva, Anselmo Cardoso
dc.subject.por.fl_str_mv Automatic eye detection
semivariogram function
support vector machine (SVM)
topic Automatic eye detection
semivariogram function
support vector machine (SVM)
description Também disponível em: http://www.ic.uff.br/iwssip2010/Proceedings/nav/papers/paper_56.pdf
publishDate 2010
dc.date.accessioned.fl_str_mv 2010-10-14T14:01:14Z
dc.date.available.fl_str_mv 2010-10-14T14:01:14Z
dc.date.issued.fl_str_mv 2010
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/other
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dc.identifier.citation.fl_str_mv Almeida, João Dallyson Sousa de ; Silva, Aristófanes Corrêa; Paiva, Anselmo Cardoso. Automatic Eye Detection Using Semivariogram Function and Support Vector Machine. In: 17th International Conference on Systems, Signals and Image Processing (IWSSIP 2010), 2010, Rio de Janeiro. 17th International Conference on Systems, Signals and Image Processing. Niterói : EdUFF - Editora da Universidade Federal Fluminense, 2010. p. 174-177.
dc.identifier.uri.fl_str_mv http://gurupi.ufma.br:8080/jspui/1/305
identifier_str_mv Almeida, João Dallyson Sousa de ; Silva, Aristófanes Corrêa; Paiva, Anselmo Cardoso. Automatic Eye Detection Using Semivariogram Function and Support Vector Machine. In: 17th International Conference on Systems, Signals and Image Processing (IWSSIP 2010), 2010, Rio de Janeiro. 17th International Conference on Systems, Signals and Image Processing. Niterói : EdUFF - Editora da Universidade Federal Fluminense, 2010. p. 174-177.
url http://gurupi.ufma.br:8080/jspui/1/305
dc.language.iso.fl_str_mv eng
language eng
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
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