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https://hdl.handle.net/10495/24997Registro completo de metadatos
| Campo DC | Valor | Lengua/Idioma |
|---|---|---|
| dc.contributor.advisor | Sepúlveda Cano, Lina María | - |
| dc.contributor.author | Gómez Giraldo, Oscar Nicolás | - |
| dc.contributor.author | Arbeláez López, Néstor Iván | - |
| dc.date.accessioned | 2021-12-13T18:05:33Z | - |
| dc.date.available | 2021-12-13T18:05:33Z | - |
| dc.date.issued | 2021 | - |
| dc.identifier.uri | http://hdl.handle.net/10495/24997 | - |
| dc.description.abstract | ABSTRACT : We presented our solution for the SIIM-ISIC melanoma classification challenge. This is a multi-class multi-modal classification model using images and metadata and, we tested both binary and multi-class image-only models and a binary multi-modal model. The keys to success for our solution were the selection of the target variable, using the available metadata, and the data augmentation strategy. Achieving AUC values of 0.95 and F1 of 0.71 for the validation data. | spa |
| dc.format.extent | 6 | spa |
| dc.format.mimetype | application/pdf | spa |
| dc.language.iso | eng | spa |
| dc.type.hasversion | info:eu-repo/semantics/draft | spa |
| dc.rights | info:eu-repo/semantics/openAccess | spa |
| dc.rights.uri | http://creativecommons.org/licenses/by-nc-sa/2.5/co/ | * |
| dc.title | Melanoma Classification | spa |
| dc.type | info:eu-repo/semantics/other | spa |
| oaire.version | http://purl.org/coar/version/c_b1a7d7d4d402bcce | spa |
| dc.rights.accessrights | http://purl.org/coar/access_right/c_abf2 | spa |
| thesis.degree.name | Especialista en Analítica y Ciencia de Datos | spa |
| thesis.degree.level | Especialización | spa |
| thesis.degree.discipline | Facultad de Ingeniería. Especialización en Analítica y Ciencia de Datos | spa |
| thesis.degree.grantor | Universidad de Antioquia | spa |
| dc.rights.creativecommons | https://creativecommons.org/licenses/by-nc-sa/4.0/ | spa |
| dc.publisher.place | Medellín | spa |
| dc.type.coar | http://purl.org/coar/resource_type/c_46ec | spa |
| dc.type.redcol | http://purl.org/redcol/resource_type/COther | spa |
| dc.type.local | Tesis/Trabajo de grado - Monografía - Especialización | spa |
| dc.subject.unesco | Análisis de datos | - |
| dc.subject.unesco | Data analysis | - |
| dc.subject.unesco | Procesamiento de datos | - |
| dc.subject.unesco | Data processing | - |
| dc.subject.agrovoc | Melanoma | - |
| dc.subject.agrovoc | Melanoma | - |
| dc.subject.proposal | Multi-modal | spa |
| dc.subject.proposal | Data augmentation | spa |
| dc.subject.agrovocuri | http://aims.fao.org/aos/agrovoc/c_4713 | - |
| dc.subject.unescouri | http://vocabularies.unesco.org/thesaurus/concept2214 | - |
| dc.subject.unescouri | http://vocabularies.unesco.org/thesaurus/concept522 | - |
| Aparece en las colecciones: | Especializaciones de la Facultad de Ingeniería | |
Ficheros en este ítem:
| Fichero | Descripción | Tamaño | Formato | |
|---|---|---|---|---|
| ArbelaezNestor_2021_MelanomaClassificationModel.pdf | 996.85 kB | Adobe PDF | Visualizar/Abrir |
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