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A Three Layered Decentralized IoT Biometric Architecture for City Lockdown During COVID-19 Outbreak

In this article, we have built a prototype of a decentralized IoT based biometric face detection framework for cities that are under lockdown during COVID-19 outbreaks. To impose restrictions on public movements, we have utilized face detection using three-layered edge computing architecture. We hav...

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Detalles Bibliográficos
Formato: Online Artículo Texto
Lenguaje:English
Publicado: IEEE 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8545303/
https://www.ncbi.nlm.nih.gov/pubmed/34812355
http://dx.doi.org/10.1109/ACCESS.2020.3021983
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description In this article, we have built a prototype of a decentralized IoT based biometric face detection framework for cities that are under lockdown during COVID-19 outbreaks. To impose restrictions on public movements, we have utilized face detection using three-layered edge computing architecture. We have built a deep learning framework of multi-task cascading to recognize the face. For the face detection proposal we have compared with the state of the art methods on various benchmarking dataset such as FDDB and WIDER FACE. Furthermore, we have also conducted various experiments on latency and face detection load on three-layer and cloud computing architectures. It shows that our proposal has an edge over cloud computing architecture.
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spelling pubmed-85453032021-11-18 A Three Layered Decentralized IoT Biometric Architecture for City Lockdown During COVID-19 Outbreak IEEE Access Communications Technology In this article, we have built a prototype of a decentralized IoT based biometric face detection framework for cities that are under lockdown during COVID-19 outbreaks. To impose restrictions on public movements, we have utilized face detection using three-layered edge computing architecture. We have built a deep learning framework of multi-task cascading to recognize the face. For the face detection proposal we have compared with the state of the art methods on various benchmarking dataset such as FDDB and WIDER FACE. Furthermore, we have also conducted various experiments on latency and face detection load on three-layer and cloud computing architectures. It shows that our proposal has an edge over cloud computing architecture. IEEE 2020-09-04 /pmc/articles/PMC8545303/ /pubmed/34812355 http://dx.doi.org/10.1109/ACCESS.2020.3021983 Text en This work is licensed under a Creative Commons Attribution 4.0 License. For more information, see https://creativecommons.org/licenses/by/4.0/ https://creativecommons.org/licenses/by/4.0/This work is licensed under a Creative Commons Attribution 4.0 License. For more information, see https://creativecommons.org/licenses/by/4.0/
spellingShingle Communications Technology
A Three Layered Decentralized IoT Biometric Architecture for City Lockdown During COVID-19 Outbreak
title A Three Layered Decentralized IoT Biometric Architecture for City Lockdown During COVID-19 Outbreak
title_full A Three Layered Decentralized IoT Biometric Architecture for City Lockdown During COVID-19 Outbreak
title_fullStr A Three Layered Decentralized IoT Biometric Architecture for City Lockdown During COVID-19 Outbreak
title_full_unstemmed A Three Layered Decentralized IoT Biometric Architecture for City Lockdown During COVID-19 Outbreak
title_short A Three Layered Decentralized IoT Biometric Architecture for City Lockdown During COVID-19 Outbreak
title_sort three layered decentralized iot biometric architecture for city lockdown during covid-19 outbreak
topic Communications Technology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8545303/
https://www.ncbi.nlm.nih.gov/pubmed/34812355
http://dx.doi.org/10.1109/ACCESS.2020.3021983
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