Automatic detection of bumblebees using video analysis

In this document, we explore and develop techniques to automatically detect bumblebees flying freely inside a greenhouse, where illumination conditions are left unconstrained, and no artifact is used on their bodies. Specifically, we compare a Viola-Jones classifier and a Support Vector Machine (SVM...

Full description

Autores:
Azarcoya-Cabiedes, Willy
Vera-Alfaro, Pablo
Torres-Ruiz, Alfonso
Salas-Rodríguez, Joaquín
Tipo de recurso:
Article of journal
Fecha de publicación:
2014
Institución:
Universidad Nacional de Colombia
Repositorio:
Universidad Nacional de Colombia
Idioma:
spa
OAI Identifier:
oai:repositorio.unal.edu.co:unal/50477
Acceso en línea:
https://repositorio.unal.edu.co/handle/unal/50477
http://bdigital.unal.edu.co/44474/
http://bdigital.unal.edu.co/44474/3/6633
Palabra clave:
Support Vector Machine classifier
Viola-Jones classifier
bumblebee detection
Rights
openAccess
License
Atribución-NoComercial 4.0 Internacional
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spelling Atribución-NoComercial 4.0 InternacionalDerechos reservados - Universidad Nacional de Colombiahttp://creativecommons.org/licenses/by-nc/4.0/info:eu-repo/semantics/openAccesshttp://purl.org/coar/access_right/c_abf2Azarcoya-Cabiedes, Willy16b15202-6936-4342-bc8b-333a9f4dd377300Vera-Alfaro, Pablo3ee8a1c7-6830-4aa0-8fc6-101ca7d0ca48300Torres-Ruiz, Alfonso45144a03-83d4-4c07-bf5e-d1163d4297cf300Salas-Rodríguez, Joaquínad6985e6-24a7-43dd-853c-c6cc66f0ad363002019-06-29T10:19:28Z2019-06-29T10:19:28Z2014-10-23https://repositorio.unal.edu.co/handle/unal/50477http://bdigital.unal.edu.co/44474/http://bdigital.unal.edu.co/44474/3/6633In this document, we explore and develop techniques to automatically detect bumblebees flying freely inside a greenhouse, where illumination conditions are left unconstrained, and no artifact is used on their bodies. Specifically, we compare a Viola-Jones classifier and a Support Vector Machine (SVM) classifier to detect the presence of bumblebees. Our results show that the latter has a better classification performance.application/pdfspaUniversidad Nacional de Colombia Sede Medellínhttp://revistas.unal.edu.co/index.php/dyna/article/view/40475Universidad Nacional de Colombia Revistas electrónicas UN DynaDynaDyna; Vol. 81, núm. 187 (2014); 81-84 DYNA; Vol. 81, núm. 187 (2014); 81-84 2346-2183 0012-7353Azarcoya-Cabiedes, Willy and Vera-Alfaro, Pablo and Torres-Ruiz, Alfonso and Salas-Rodríguez, Joaquín (2014) Automatic detection of bumblebees using video analysis. Dyna; Vol. 81, núm. 187 (2014); 81-84 DYNA; Vol. 81, núm. 187 (2014); 81-84 2346-2183 0012-7353 .Automatic detection of bumblebees using video analysisArtículo de revistainfo:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionhttp://purl.org/coar/resource_type/c_6501http://purl.org/coar/resource_type/c_2df8fbb1http://purl.org/coar/version/c_970fb48d4fbd8a85Texthttp://purl.org/redcol/resource_type/ARTSupport Vector Machine classifierViola-Jones classifierbumblebee detectionORIGINAL40475-227003-1-PB.pdfapplication/pdf348699https://repositorio.unal.edu.co/bitstream/unal/50477/1/40475-227003-1-PB.pdfe952732691b3fc1672b633b3581f9c4bMD5140475-182035-1-SP.pdfapplication/pdf1501497https://repositorio.unal.edu.co/bitstream/unal/50477/2/40475-182035-1-SP.pdfdd812639eb2bddea2a367016bc787306MD52THUMBNAIL40475-227003-1-PB.pdf.jpg40475-227003-1-PB.pdf.jpgGenerated Thumbnailimage/jpeg9592https://repositorio.unal.edu.co/bitstream/unal/50477/3/40475-227003-1-PB.pdf.jpga75f85f4de2f3aabf741ecf353d692dcMD5340475-182035-1-SP.pdf.jpg40475-182035-1-SP.pdf.jpgGenerated Thumbnailimage/jpeg6415https://repositorio.unal.edu.co/bitstream/unal/50477/4/40475-182035-1-SP.pdf.jpga3e0e1e01eb1fb5743a7485e8a02a52cMD54unal/50477oai:repositorio.unal.edu.co:unal/504772023-12-15 23:06:07.822Repositorio Institucional Universidad Nacional de Colombiarepositorio_nal@unal.edu.co
dc.title.spa.fl_str_mv Automatic detection of bumblebees using video analysis
title Automatic detection of bumblebees using video analysis
spellingShingle Automatic detection of bumblebees using video analysis
Support Vector Machine classifier
Viola-Jones classifier
bumblebee detection
title_short Automatic detection of bumblebees using video analysis
title_full Automatic detection of bumblebees using video analysis
title_fullStr Automatic detection of bumblebees using video analysis
title_full_unstemmed Automatic detection of bumblebees using video analysis
title_sort Automatic detection of bumblebees using video analysis
dc.creator.fl_str_mv Azarcoya-Cabiedes, Willy
Vera-Alfaro, Pablo
Torres-Ruiz, Alfonso
Salas-Rodríguez, Joaquín
dc.contributor.author.spa.fl_str_mv Azarcoya-Cabiedes, Willy
Vera-Alfaro, Pablo
Torres-Ruiz, Alfonso
Salas-Rodríguez, Joaquín
dc.subject.proposal.spa.fl_str_mv Support Vector Machine classifier
Viola-Jones classifier
bumblebee detection
topic Support Vector Machine classifier
Viola-Jones classifier
bumblebee detection
description In this document, we explore and develop techniques to automatically detect bumblebees flying freely inside a greenhouse, where illumination conditions are left unconstrained, and no artifact is used on their bodies. Specifically, we compare a Viola-Jones classifier and a Support Vector Machine (SVM) classifier to detect the presence of bumblebees. Our results show that the latter has a better classification performance.
publishDate 2014
dc.date.issued.spa.fl_str_mv 2014-10-23
dc.date.accessioned.spa.fl_str_mv 2019-06-29T10:19:28Z
dc.date.available.spa.fl_str_mv 2019-06-29T10:19:28Z
dc.type.spa.fl_str_mv Artículo de revista
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http://bdigital.unal.edu.co/44474/3/6633
url https://repositorio.unal.edu.co/handle/unal/50477
http://bdigital.unal.edu.co/44474/
http://bdigital.unal.edu.co/44474/3/6633
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dc.relation.spa.fl_str_mv http://revistas.unal.edu.co/index.php/dyna/article/view/40475
dc.relation.ispartof.spa.fl_str_mv Universidad Nacional de Colombia Revistas electrónicas UN Dyna
Dyna
dc.relation.ispartofseries.none.fl_str_mv Dyna; Vol. 81, núm. 187 (2014); 81-84 DYNA; Vol. 81, núm. 187 (2014); 81-84 2346-2183 0012-7353
dc.relation.references.spa.fl_str_mv Azarcoya-Cabiedes, Willy and Vera-Alfaro, Pablo and Torres-Ruiz, Alfonso and Salas-Rodríguez, Joaquín (2014) Automatic detection of bumblebees using video analysis. Dyna; Vol. 81, núm. 187 (2014); 81-84 DYNA; Vol. 81, núm. 187 (2014); 81-84 2346-2183 0012-7353 .
dc.rights.spa.fl_str_mv Derechos reservados - Universidad Nacional de Colombia
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dc.rights.license.spa.fl_str_mv Atribución-NoComercial 4.0 Internacional
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rights_invalid_str_mv Atribución-NoComercial 4.0 Internacional
Derechos reservados - Universidad Nacional de Colombia
http://creativecommons.org/licenses/by-nc/4.0/
http://purl.org/coar/access_right/c_abf2
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dc.publisher.spa.fl_str_mv Universidad Nacional de Colombia Sede Medellín
institution Universidad Nacional de Colombia
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