Dermoscopy images enhancement via multi-scale morphological operations
Correspondence: jose.vazquez@ua.edu.py
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| Other Authors: | , , , , , , , , , , |
| Format: | article |
| Language: | English |
| Published: |
2021
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| Online Access: | https://doi.org/10.3390/app11199302 http://hdl.handle.net/20.500.14066/3776 |
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| _version_ | 1870612069470961664 |
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| author | Mello Román, Julio César |
| author2 | Vázquez Noguera, José Luis Legal Ayala, Horacio Andrés García Torres, Miguel Facon, Jacques Pinto Roa, Diego Pedro Grillo, Sebastián Alberto Salgueiro Romero, Luis Fernando Salgueiro Toledo, Lizza A. Bareiro Paniagua, Laura Raquel Leguizamón Correa, Deysi Natalia Mello Román, Jorge Daniel |
| author2_role | author author author author author author author author author author author |
| author_browse | Bareiro Paniagua, Laura Raquel Facon, Jacques García Torres, Miguel Grillo, Sebastián Alberto Legal Ayala, Horacio Andrés Leguizamón Correa, Deysi Natalia Mello Román, Jorge Daniel Mello Román, Julio César Pinto Roa, Diego Pedro Salgueiro Romero, Luis Fernando Salgueiro Toledo, Lizza A. Vázquez Noguera, José Luis |
| author_facet | Mello Román, Julio César Vázquez Noguera, José Luis Legal Ayala, Horacio Andrés García Torres, Miguel Facon, Jacques Pinto Roa, Diego Pedro Grillo, Sebastián Alberto Salgueiro Romero, Luis Fernando Salgueiro Toledo, Lizza A. Bareiro Paniagua, Laura Raquel Leguizamón Correa, Deysi Natalia Mello Román, Jorge Daniel |
| author_role | author |
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| bitstream.url.fl_str_mv | http://repositorio.conacyt.gov.py/bitstream/20.500.14066/3776/1/Dermoscopy%20images%20enhancement%20via%20multi-scale%20morphological%20operations.pdf http://repositorio.conacyt.gov.py/bitstream/20.500.14066/3776/2/license.txt http://repositorio.conacyt.gov.py/bitstream/20.500.14066/3776/3/PINV18-1199art2.pdf.txt http://repositorio.conacyt.gov.py/bitstream/20.500.14066/3776/5/Dermoscopy%20images%20enhancement%20via%20multi-scale%20morphological%20operations.pdf.txt http://repositorio.conacyt.gov.py/bitstream/20.500.14066/3776/4/Dermoscopy%20images%20enhancement%20via%20multi-scale.jpg |
| dc.contributor.other.es.fl_str_mv | Universidad Americana/ INCADE S.A.E Universidad Nacional de Asunción. Facultad Politécnica |
| dc.creator.none.fl_str_mv | Mello Román, Julio César Vázquez Noguera, José Luis Legal Ayala, Horacio Andrés García Torres, Miguel Facon, Jacques Pinto Roa, Diego Pedro Grillo, Sebastián Alberto Salgueiro Romero, Luis Fernando Salgueiro Toledo, Lizza A. Bareiro Paniagua, Laura Raquel Leguizamón Correa, Deysi Natalia Mello Román, Jorge Daniel |
| dc.date.accessioned.none.fl_str_mv | 2022-04-29T23:01:48Z |
| dc.date.available.none.fl_str_mv | 2022-04-29T23:01:48Z |
| dc.date.issued.none.fl_str_mv | 2021-10-07 |
| dc.format.extent.es.fl_str_mv | 16 páginas |
| dc.identifier.citation.en.fl_str_mv | Mello-Román, J.C.; Vázquez Noguera, J.L.; Legal-Ayala, H.; García-Torres, M.; Facon, J.; Pinto-Roa, D.P.; Grillo, S.A.; Salgueiro Romero, L.; Salgueiro Toledo, L.A.; Bareiro Paniagua, L.R.; et al. Dermoscopy images enhancement via multi-scale morphological operations. Appl. Sci. 2021, 11, 9302. https://doi.org/10.3390/app11199302 |
| dc.identifier.doi.es.fl_str_mv | 10.3390/app11199302 |
| dc.identifier.essn.none.fl_str_mv | 2076-3417 |
| dc.identifier.other.es.fl_str_mv | https://doi.org/10.3390/app11199302 |
| dc.identifier.uri.none.fl_str_mv | http://hdl.handle.net/20.500.14066/3776 |
| dc.language.iso.es.fl_str_mv | eng |
| dc.publisher.en.fl_str_mv | Multidisciplinary Digital Publishing Institute |
| dc.relation.projectCONACYT.es.fl_str_mv | PINV18-1199 POSG17-53 |
| dc.rights.*.fl_str_mv | Atribución 4.0 Internacional |
| dc.rights.accessRights.es.fl_str_mv | info:eu-repo/semantics/openAccess |
| dc.rights.uri.*.fl_str_mv | http://creativecommons.org/licenses/by/4.0/ |
| dc.subject.classification.es.fl_str_mv | 7. Salud 7.3. Prevención, vigilancia y control de enfermedades transmisibles y no transmisibles |
| dc.subject.ocde.es.fl_str_mv | 2.2. Ingeniería eléctrica, electrónica [ingeniería eléctrica, electrónica, ingeniería y sistemas de comunicación, ingeniería informática (sólo equipos) y otras disciplinas afines] |
| dc.subject.other.es.fl_str_mv | Contrast enhancement Multi-scale morphological approach Skin dermoscopy images Top-hat reconstruction |
| dc.title.es.fl_str_mv | Dermoscopy images enhancement via multi-scale morphological operations |
| dc.type.es.fl_str_mv | info:eu-repo/semantics/article info:eu-repo/semantics/publishedVersion |
| description | Correspondence: jose.vazquez@ua.edu.py |
| eu_rights_str_mv | openAccess |
| format | article |
| id | CONACYT_88491249e8cf5d8cf8c8df4ff03c574a |
| identifier_str_mv | Mello-Román, J.C.; Vázquez Noguera, J.L.; Legal-Ayala, H.; García-Torres, M.; Facon, J.; Pinto-Roa, D.P.; Grillo, S.A.; Salgueiro Romero, L.; Salgueiro Toledo, L.A.; Bareiro Paniagua, L.R.; et al. Dermoscopy images enhancement via multi-scale morphological operations. Appl. Sci. 2021, 11, 9302. https://doi.org/10.3390/app11199302 10.3390/app11199302 2076-3417 |
| language | eng |
| network_acronym_str | CONACYT |
| network_name_str | Repositorio Institucional CONACYT |
| oai_identifier_str | oai:repositorio.conacyt.gov.py:20.500.14066/3776 |
| publishDate | 2021 |
| publishDateSort | 2021 |
| repository.mail.fl_str_mv | repositorio.institucional@conacyt.gov.py |
| repository.name.fl_str_mv | Repositorio Institucional CONACYT |
| repository_id_str | |
| rights_invalid_str_mv | Atribución 4.0 Internacional http://creativecommons.org/licenses/by/4.0/ |
| spelling | 11bddad9-f33b-43c9-8169-2cb6feaa29de600114460064660001af5a35-e2ad-4be2-8211-1ee4e7ab15cd60026eba037-b731-48fb-bfd0-fb206319897d6009026000000-0003-2479-98765716001028600d2c86e9b-a0f6-4efa-896f-2a0bd248de846009aafc035-48a1-40b0-a273-f99779e0af4a6004b7c10cc-b546-4b1c-b2c8-b9b18d29323c60040eed708-3fa3-4ba3-b01d-29ebaa60cdb1600Universidad Americana/ INCADE S.A.EUniversidad Nacional de Asunción. Facultad Politécnica2022-04-29T23:01:48Z2022-04-29T23:01:48Z2021-10-07Mello-Román, J.C.; Vázquez Noguera, J.L.; Legal-Ayala, H.; García-Torres, M.; Facon, J.; Pinto-Roa, D.P.; Grillo, S.A.; Salgueiro Romero, L.; Salgueiro Toledo, L.A.; Bareiro Paniagua, L.R.; et al. Dermoscopy images enhancement via multi-scale morphological operations. Appl. Sci. 2021, 11, 9302. https://doi.org/10.3390/app11199302https://doi.org/10.3390/app11199302http://hdl.handle.net/20.500.14066/377610.3390/app111993022076-3417Correspondence: jose.vazquez@ua.edu.pySkin dermoscopy images frequently lack contrast caused by varying light conditions. Indeed, often low contrast is seen in dermoscopy images of melanoma, causing the lesion to blend in with the surrounding skin. In addition, the low contrast prevents certain details from being seen in the image. Therefore, it is necessary to design an approach that can enhance the contrast and details of dermoscopic images. In this work, we propose a multi-scale morphological approach to reduce the impacts of lack of contrast and to enhance the quality of the images. By top-hat reconstruction, the local bright and dark features are extracted from the image. The local bright features are added and the dark features are subtracted from the image. In this way, images with higher contrast and detail are obtained. The proposed approach was applied to a database of 236 color images of benign and malignant melanocytic lesions. The results show that the multi-scale morphological approach by reconstruction is a competitive algorithm since it achieved a very satisfactory level of contrast enhancement and detail enhancement in dermoscopy images.Consejo Nacional de Ciencia y TecnologíaPrograma Paraguayo para el Desarrollo de la Ciencia y Tecnología. Proyectos de investigación y desarrolloPrograma Paraguayo para el Desarrollo de la Ciencia y Tecnología. Proyectos de creación y fortalecimiento de maestrías y doctorados de excelencia16 páginasengMultidisciplinary Digital Publishing InstituteAtribución 4.0 Internacionalhttp://creativecommons.org/licenses/by/4.0/info:eu-repo/semantics/openAccess© 2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/ 4.0/).7. Salud7.3. Prevención, vigilancia y control de enfermedades transmisibles y no transmisiblesContrast enhancementMulti-scale morphological approachSkin dermoscopy imagesTop-hat reconstruction2.2. Ingeniería eléctrica, electrónica [ingeniería eléctrica, electrónica, ingeniería y sistemas de comunicación, ingeniería informática (sólo equipos) y otras disciplinas afines]Dermoscopy images enhancement via multi-scale morphological operationsinfo:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersion19Applied SciencesPINV18-1199POSG17-5311Mello Román, Julio CésarVázquez Noguera, José LuisLegal Ayala, Horacio AndrésGarcía Torres, MiguelFacon, JacquesPinto Roa, Diego PedroGrillo, Sebastián AlbertoSalgueiro Romero, Luis FernandoSalgueiro Toledo, Lizza A.Bareiro Paniagua, Laura RaquelLeguizamón Correa, Deysi NataliaMello Román, Jorge DanielORIGINALDermoscopy images enhancement via multi-scale morphological operations.pdfDermoscopy images enhancement via multi-scale morphological operations.pdfArtículo científicoapplication/pdf537962http://repositorio.conacyt.gov.py/bitstream/20.500.14066/3776/1/Dermoscopy%20images%20enhancement%20via%20multi-scale%20morphological%20operations.pdf67f4788d686a8b7928b6911a4eb18893MD51LICENSElicense.txtlicense.txttext/plain; charset=utf-81698http://repositorio.conacyt.gov.py/bitstream/20.500.14066/3776/2/license.txt858b22fda432bd774e469302988c1974MD52TEXTPINV18-1199art2.pdf.txtPINV18-1199art2.pdf.txtExtracted texttext/plain40788http://repositorio.conacyt.gov.py/bitstream/20.500.14066/3776/3/PINV18-1199art2.pdf.txt221cd05021616ae4cb05b74abf5caef1MD53Dermoscopy images enhancement via multi-scale morphological operations.pdf.txtDermoscopy images enhancement via multi-scale morphological operations.pdf.txtExtracted texttext/plain40788http://repositorio.conacyt.gov.py/bitstream/20.500.14066/3776/5/Dermoscopy%20images%20enhancement%20via%20multi-scale%20morphological%20operations.pdf.txt221cd05021616ae4cb05b74abf5caef1MD55THUMBNAILDermoscopy images enhancement via multi-scale.jpgDermoscopy images enhancement via multi-scale.jpgPortadaimage/jpeg919769http://repositorio.conacyt.gov.py/bitstream/20.500.14066/3776/4/Dermoscopy%20images%20enhancement%20via%20multi-scale.jpga34aa79283f30dfe15d3f51cc062df80MD5420.500.14066/3776oai:repositorio.conacyt.gov.py:20.500.14066/37762026-02-12 19:30:33.854Repositorio Institucional CONACYTrepositorio.institucional@conacyt.gov.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 |
| spellingShingle | Dermoscopy images enhancement via multi-scale morphological operations Mello Román, Julio César 7. Salud 7.3. Prevención, vigilancia y control de enfermedades transmisibles y no transmisibles Contrast enhancement Multi-scale morphological approach Skin dermoscopy images Top-hat reconstruction 2.2. Ingeniería eléctrica, electrónica [ingeniería eléctrica, electrónica, ingeniería y sistemas de comunicación, ingeniería informática (sólo equipos) y otras disciplinas afines] |
| status_str | publishedVersion |
| title | Dermoscopy images enhancement via multi-scale morphological operations |
| title_full | Dermoscopy images enhancement via multi-scale morphological operations |
| title_fullStr | Dermoscopy images enhancement via multi-scale morphological operations |
| title_full_unstemmed | Dermoscopy images enhancement via multi-scale morphological operations |
| title_short | Dermoscopy images enhancement via multi-scale morphological operations |
| title_sort | Dermoscopy images enhancement via multi-scale morphological operations |
| topic | 7. Salud 7.3. Prevención, vigilancia y control de enfermedades transmisibles y no transmisibles Contrast enhancement Multi-scale morphological approach Skin dermoscopy images Top-hat reconstruction 2.2. Ingeniería eléctrica, electrónica [ingeniería eléctrica, electrónica, ingeniería y sistemas de comunicación, ingeniería informática (sólo equipos) y otras disciplinas afines] |
| url | https://doi.org/10.3390/app11199302 http://hdl.handle.net/20.500.14066/3776 |