Development of a Video Surveillance web Application for the use of Biosafety Equipment with Image Recognition for Workspaces
Descripción del Articulo
With the arrival of Covid-19, several preventive measures were implemented to limit the spread of this virus. Among these measures is the use of masks, both in open and closed public spaces. This measure has forced commercial establishments, workplaces, schools, hospitals, to maintain constant vigil...
| Autores: | , |
|---|---|
| Formato: | artículo |
| Fecha de Publicación: | 2022 |
| Institución: | Universidad Peruana de Ciencias Aplicadas |
| Repositorio: | UPC-Institucional |
| Lenguaje: | inglés |
| OAI Identifier: | oai:repositorioacademico.upc.edu.pe:10757/669149 |
| Enlace del recurso: | https://doi.org/10.1109/ICI2ST57350.2022.00012 http://hdl.handle.net/10757/669149 |
| Nivel de acceso: | acceso abierto |
| Materia: | Covid-19 face mask detection object detection video surveillance YOLOv5 https://purl.org/pe-repo/ocde/ford#2.02.00 |
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| dc.title.es_PE.fl_str_mv |
Development of a Video Surveillance web Application for the use of Biosafety Equipment with Image Recognition for Workspaces |
| title |
Development of a Video Surveillance web Application for the use of Biosafety Equipment with Image Recognition for Workspaces |
| spellingShingle |
Development of a Video Surveillance web Application for the use of Biosafety Equipment with Image Recognition for Workspaces Livaque, Stefany Covid-19 face mask detection object detection video surveillance YOLOv5 https://purl.org/pe-repo/ocde/ford#2.02.00 |
| title_short |
Development of a Video Surveillance web Application for the use of Biosafety Equipment with Image Recognition for Workspaces |
| title_full |
Development of a Video Surveillance web Application for the use of Biosafety Equipment with Image Recognition for Workspaces |
| title_fullStr |
Development of a Video Surveillance web Application for the use of Biosafety Equipment with Image Recognition for Workspaces |
| title_full_unstemmed |
Development of a Video Surveillance web Application for the use of Biosafety Equipment with Image Recognition for Workspaces |
| title_sort |
Development of a Video Surveillance web Application for the use of Biosafety Equipment with Image Recognition for Workspaces |
| author |
Livaque, Stefany |
| author_facet |
Livaque, Stefany Subauste, Daniel |
| author_role |
author |
| author2 |
Subauste, Daniel |
| author2_role |
author |
| dc.contributor.author.fl_str_mv |
Livaque, Stefany Subauste, Daniel |
| dc.subject.es_PE.fl_str_mv |
Covid-19 face mask detection object detection video surveillance YOLOv5 |
| topic |
Covid-19 face mask detection object detection video surveillance YOLOv5 https://purl.org/pe-repo/ocde/ford#2.02.00 |
| dc.subject.ocde.none.fl_str_mv |
https://purl.org/pe-repo/ocde/ford#2.02.00 |
| description |
With the arrival of Covid-19, several preventive measures were implemented to limit the spread of this virus. Among these measures is the use of masks, both in open and closed public spaces. This measure has forced commercial establishments, workplaces, schools, hospitals, to maintain constant vigilance, upon entering their facilities, of the proper use of the mask, which should completely cover the nose, mouth and chin. However, this manual control is tedious and ineffective since most of the population is not able to correctly identify when a person has the mask on properly, with high error rates in the manual detection of the correct use of the mask according to surveys carried out. For this reason, this work proposes the automation of the detection of the proper use of the mask at the entrance to the work areas, also providing a follow-up panel of the recorded incidents. The effectiveness of the proposal was evaluated through the detection and categorization of a data set of more than 3000 images, resulting in an accuracy of 98.6%. |
| publishDate |
2022 |
| dc.date.accessioned.none.fl_str_mv |
2023-11-02T18:05:18Z |
| dc.date.available.none.fl_str_mv |
2023-11-02T18:05:18Z |
| dc.date.issued.fl_str_mv |
2022-01-01 |
| dc.type.es_PE.fl_str_mv |
info:eu-repo/semantics/article |
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http://purl.org/coar/version/c_970fb48d4fbd8a2656 |
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article |
| dc.identifier.doi.none.fl_str_mv |
https://doi.org/10.1109/ICI2ST57350.2022.00012 |
| dc.identifier.uri.none.fl_str_mv |
http://hdl.handle.net/10757/669149 |
| dc.identifier.journal.es_PE.fl_str_mv |
Proceedings - 3rd International Conference on Information Systems and Software Technologies, ICI2ST 2022 |
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2-s2.0-85151358034 |
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SCOPUS_ID:85151358034 |
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0000 0001 2196 144X |
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https://doi.org/10.1109/ICI2ST57350.2022.00012 http://hdl.handle.net/10757/669149 |
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Proceedings - 3rd International Conference on Information Systems and Software Technologies, ICI2ST 2022 2-s2.0-85151358034 SCOPUS_ID:85151358034 0000 0001 2196 144X |
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eng |
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eng |
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application/pdf |
| dc.publisher.es_PE.fl_str_mv |
Institute of Electrical and Electronics Engineers Inc. |
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Universidad Peruana de Ciencias Aplicadas (UPC) Repositorio Académico - UPC |
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Proceedings - 3rd International Conference on Information Systems and Software Technologies, ICI2ST 2022 |
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35 |
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3e0401d8b5beeaa4b27ed805917aed53300f0ca000eedcc1e638489ad341ddf1c1d500Livaque, StefanySubauste, Daniel2023-11-02T18:05:18Z2023-11-02T18:05:18Z2022-01-01https://doi.org/10.1109/ICI2ST57350.2022.00012http://hdl.handle.net/10757/669149Proceedings - 3rd International Conference on Information Systems and Software Technologies, ICI2ST 20222-s2.0-85151358034SCOPUS_ID:851513580340000 0001 2196 144XWith the arrival of Covid-19, several preventive measures were implemented to limit the spread of this virus. Among these measures is the use of masks, both in open and closed public spaces. This measure has forced commercial establishments, workplaces, schools, hospitals, to maintain constant vigilance, upon entering their facilities, of the proper use of the mask, which should completely cover the nose, mouth and chin. However, this manual control is tedious and ineffective since most of the population is not able to correctly identify when a person has the mask on properly, with high error rates in the manual detection of the correct use of the mask according to surveys carried out. For this reason, this work proposes the automation of the detection of the proper use of the mask at the entrance to the work areas, also providing a follow-up panel of the recorded incidents. The effectiveness of the proposal was evaluated through the detection and categorization of a data set of more than 3000 images, resulting in an accuracy of 98.6%.application/pdfengInstitute of Electrical and Electronics Engineers Inc.https://ieeexplore.ieee.org/document/10063769/authors#authorsinfo:eu-repo/semantics/openAccesshttp://creativecommons.org/licenses/by-nc-sa/4.0/Universidad Peruana de Ciencias Aplicadas (UPC)Repositorio Académico - UPCProceedings - 3rd International Conference on Information Systems and Software Technologies, ICI2ST 20222835reponame:UPC-Institucionalinstname:Universidad Peruana de Ciencias Aplicadasinstacron:UPCCovid-19face mask detectionobject detectionvideo surveillanceYOLOv5https://purl.org/pe-repo/ocde/ford#2.02.00Development of a Video Surveillance web Application for the use of Biosafety Equipment with Image Recognition for Workspacesinfo:eu-repo/semantics/articlehttp://purl.org/coar/version/c_970fb48d4fbd8a2656LICENSElicense.txtlicense.txttext/plain; charset=utf-81748https://repositorioacademico.upc.edu.pe/bitstream/10757/669149/2/license.txt8a4605be74aa9ea9d79846c1fba20a33MD52falseCC-LICENSElicense_rdflicense_rdfapplication/rdf+xml; charset=utf-81031https://repositorioacademico.upc.edu.pe/bitstream/10757/669149/1/license_rdf934f4ca17e109e0a05eaeaba504d7ce4MD51false10757/669149oai:repositorioacademico.upc.edu.pe:10757/6691492026-02-17 17:49:09.409Repositorio Académico UPCupc@openrepository.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 |
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La información contenida en este registro es de entera responsabilidad de la institución que gestiona el repositorio institucional donde esta contenido este documento o set de datos. El CONCYTEC no se hace responsable por los contenidos (publicaciones y/o datos) accesibles a través del Repositorio Nacional Digital de Ciencia, Tecnología e Innovación de Acceso Abierto (ALICIA).