Automatic visual model for classification and measurement of quality of fruit: case mangifera indica l

The physical properties of fruits in the agriculture industry constitute the main information in the quality determination for activities as exportation. This work presents a visual inspection based method for the classification of mango (Mangifera Indica L.). The classification process is made acco...

Full description

Autores:
Atencio, Pedro
Sánchez T, Germán
Branch, John William
Tipo de recurso:
Article of journal
Fecha de publicación:
2009
Institución:
Universidad Nacional de Colombia
Repositorio:
Universidad Nacional de Colombia
Idioma:
spa
OAI Identifier:
oai:repositorio.unal.edu.co:unal/26914
Acceso en línea:
https://repositorio.unal.edu.co/handle/unal/26914
http://bdigital.unal.edu.co/17962/
Palabra clave:
Digital image processing
volume and color estimation
mango fruit.
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_abf2Atencio, Pedro7ff294e2-d9d8-4a4b-b4ad-b534bd4973d6300Sánchez T, Germána3a55eb6-b4fe-4951-999c-143da73d2671300Branch, John Williamb06d74e0-ef06-42fe-9853-3c2d3a7ae7173002019-06-25T23:45:17Z2019-06-25T23:45:17Z2009https://repositorio.unal.edu.co/handle/unal/26914http://bdigital.unal.edu.co/17962/The physical properties of fruits in the agriculture industry constitute the main information in the quality determination for activities as exportation. This work presents a visual inspection based method for the classification of mango (Mangifera Indica L.). The classification process is made according to the Norma Técnica Colombiana (Colombian Technical Norm) NTC 5139 standard, by means of automatic estimation of physical properties of fruits, such as height, width, volume, weight, caliber, and maturity level using the Principal Component Analysis and a fruit’s ellipsoidal 3-D model. Finally, the level of maturity is inferred through a similarity measure of the color distribution between the fruit and experimentally fixed models in the HSL space. The results showed that the method is computationally efficient, non invasive, precise and of low cost.text/htmlspaUniversidad Nacional de Colombia Sede Medellínhttp://revistas.unal.edu.co/index.php/dyna/article/view/13689Universidad Nacional de Colombia Revistas electrónicas UN DynaDynaDyna; Vol. 76, núm. 160 (2009); 305-315 DYNA; Vol. 76, núm. 160 (2009); 305-315 2346-2183 0012-7353Atencio, Pedro and Sánchez T, Germán and Branch, John William (2009) Automatic visual model for classification and measurement of quality of fruit: case mangifera indica l. Dyna; Vol. 76, núm. 160 (2009); 305-315 DYNA; Vol. 76, núm. 160 (2009); 305-315 2346-2183 0012-7353 .Automatic visual model for classification and measurement of quality of fruit: case mangifera indica lArtículo 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/ARTDigital image processingvolume and color estimationmango fruit.ORIGINAL13689-40032-1-PB.pdfapplication/pdf349745https://repositorio.unal.edu.co/bitstream/unal/26914/1/13689-40032-1-PB.pdf1fe05e107db5dd095778212cca2b4408MD5113689-39894-1-PB.htmtext/html42139https://repositorio.unal.edu.co/bitstream/unal/26914/2/13689-39894-1-PB.htmc89a3e4839fc7284383e900058ffed2eMD52THUMBNAIL13689-40032-1-PB.pdf.jpg13689-40032-1-PB.pdf.jpgGenerated Thumbnailimage/jpeg8273https://repositorio.unal.edu.co/bitstream/unal/26914/3/13689-40032-1-PB.pdf.jpgf774ea49c0b3a1b7abac96f83c3db767MD53unal/26914oai:repositorio.unal.edu.co:unal/269142023-10-30 23:15:50.254Repositorio Institucional Universidad Nacional de Colombiarepositorio_nal@unal.edu.co
dc.title.spa.fl_str_mv Automatic visual model for classification and measurement of quality of fruit: case mangifera indica l
title Automatic visual model for classification and measurement of quality of fruit: case mangifera indica l
spellingShingle Automatic visual model for classification and measurement of quality of fruit: case mangifera indica l
Digital image processing
volume and color estimation
mango fruit.
title_short Automatic visual model for classification and measurement of quality of fruit: case mangifera indica l
title_full Automatic visual model for classification and measurement of quality of fruit: case mangifera indica l
title_fullStr Automatic visual model for classification and measurement of quality of fruit: case mangifera indica l
title_full_unstemmed Automatic visual model for classification and measurement of quality of fruit: case mangifera indica l
title_sort Automatic visual model for classification and measurement of quality of fruit: case mangifera indica l
dc.creator.fl_str_mv Atencio, Pedro
Sánchez T, Germán
Branch, John William
dc.contributor.author.spa.fl_str_mv Atencio, Pedro
Sánchez T, Germán
Branch, John William
dc.subject.proposal.spa.fl_str_mv Digital image processing
volume and color estimation
mango fruit.
topic Digital image processing
volume and color estimation
mango fruit.
description The physical properties of fruits in the agriculture industry constitute the main information in the quality determination for activities as exportation. This work presents a visual inspection based method for the classification of mango (Mangifera Indica L.). The classification process is made according to the Norma Técnica Colombiana (Colombian Technical Norm) NTC 5139 standard, by means of automatic estimation of physical properties of fruits, such as height, width, volume, weight, caliber, and maturity level using the Principal Component Analysis and a fruit’s ellipsoidal 3-D model. Finally, the level of maturity is inferred through a similarity measure of the color distribution between the fruit and experimentally fixed models in the HSL space. The results showed that the method is computationally efficient, non invasive, precise and of low cost.
publishDate 2009
dc.date.issued.spa.fl_str_mv 2009
dc.date.accessioned.spa.fl_str_mv 2019-06-25T23:45:17Z
dc.date.available.spa.fl_str_mv 2019-06-25T23:45:17Z
dc.type.spa.fl_str_mv Artículo de revista
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dc.identifier.eprints.spa.fl_str_mv http://bdigital.unal.edu.co/17962/
url https://repositorio.unal.edu.co/handle/unal/26914
http://bdigital.unal.edu.co/17962/
dc.language.iso.spa.fl_str_mv spa
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dc.relation.spa.fl_str_mv http://revistas.unal.edu.co/index.php/dyna/article/view/13689
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. 76, núm. 160 (2009); 305-315 DYNA; Vol. 76, núm. 160 (2009); 305-315 2346-2183 0012-7353
dc.relation.references.spa.fl_str_mv Atencio, Pedro and Sánchez T, Germán and Branch, John William (2009) Automatic visual model for classification and measurement of quality of fruit: case mangifera indica l. Dyna; Vol. 76, núm. 160 (2009); 305-315 DYNA; Vol. 76, núm. 160 (2009); 305-315 2346-2183 0012-7353 .
dc.rights.spa.fl_str_mv Derechos reservados - Universidad Nacional de Colombia
dc.rights.coar.fl_str_mv http://purl.org/coar/access_right/c_abf2
dc.rights.license.spa.fl_str_mv Atribución-NoComercial 4.0 Internacional
dc.rights.uri.spa.fl_str_mv http://creativecommons.org/licenses/by-nc/4.0/
dc.rights.accessrights.spa.fl_str_mv info:eu-repo/semantics/openAccess
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
eu_rights_str_mv openAccess
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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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