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...

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Detalles Bibliográficos
Autores: Livaque, Stefany, Subauste, Daniel
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
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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
dc.type.version.none.fl_str_mv http://purl.org/coar/version/c_970fb48d4fbd8a2656
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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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dc.identifier.scopusid.none.fl_str_mv SCOPUS_ID:85151358034
dc.identifier.isni.none.fl_str_mv 0000 0001 2196 144X
url https://doi.org/10.1109/ICI2ST57350.2022.00012
http://hdl.handle.net/10757/669149
identifier_str_mv Proceedings - 3rd International Conference on Information Systems and Software Technologies, ICI2ST 2022
2-s2.0-85151358034
SCOPUS_ID:85151358034
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dc.language.iso.es_PE.fl_str_mv eng
language eng
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dc.format.es_PE.fl_str_mv application/pdf
dc.publisher.es_PE.fl_str_mv Institute of Electrical and Electronics Engineers Inc.
dc.source.es_PE.fl_str_mv Universidad Peruana de Ciencias Aplicadas (UPC)
Repositorio Académico - UPC
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instname:Universidad Peruana de Ciencias Aplicadas
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instname_str Universidad Peruana de Ciencias Aplicadas
instacron_str UPC
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dc.source.journaltitle.none.fl_str_mv Proceedings - 3rd International Conference on Information Systems and Software Technologies, ICI2ST 2022
dc.source.beginpage.none.fl_str_mv 28
dc.source.endpage.none.fl_str_mv 35
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spelling 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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