Application of image analysis for classification of ripening bananas

dc.contributor.authorMendoza, F
dc.contributor.authorAguilera, JM
dc.date.accessioned2024-01-10T12:37:37Z
dc.date.available2024-01-10T12:37:37Z
dc.date.issued2004
dc.description.abstractA computer vision system was implemented to identify the ripening stages of bananas based on color, development of brown spots, and image texture information. Nine simple features of appearance (L* a*, b* values; brown area percentage, number of brown spots per cm(2); and homogeneity, contrast, correlation: and entropy of image texture) extracted from images of bananas were used for classification purposes. Results show that in spite of variations in data for color and appearance, a simple classification technique is as good to identify the ripening stages of bananas as professional visual perception. Using L* a*, b* bands, brown area percentage, and contrast,it was possible to classify 49 banana samples in their 7 ripening stages with an accuracy of 98%. Computer vision shows promise for online prediction of ripening stages of bananas.
dc.format.extent7 páginas
dc.fuente.origenWOS
dc.identifier.eissn1750-3841
dc.identifier.issn0022-1147
dc.identifier.urihttps://repositorio.uc.cl/handle/11534/76887
dc.identifier.wosidWOS:000225959800023
dc.information.autorucIngeniería;Aguilera J;S/I;99054
dc.issue.numero9
dc.language.isoen
dc.nota.accesoSin adjunto
dc.publisherWILEY
dc.revistaJOURNAL OF FOOD SCIENCE
dc.rightsregistro bibliográfico
dc.subjectcomputer vision
dc.subjectripening of bananas
dc.subjectcolor
dc.subjectappearance
dc.subjectclassification
dc.subjectCOMPUTER VISION
dc.subjectMELTING CHARACTERISTICS
dc.subjectCOLOR
dc.subjectQUALITY
dc.subjectCHEESE
dc.subjectRIPENESS
dc.subject.ods02 Zero Hunger
dc.subject.odspa02 Hambre cero
dc.titleApplication of image analysis for classification of ripening bananas
dc.typeartículo
dc.volumen69
sipa.codpersvinculados99054
sipa.indexWOS
sipa.indexScopus
sipa.trazabilidadCarga SIPA;09-01-2024
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