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An Ear Wearable Device System for Facial Emotion Recognition Disorders
A wearable device system was proposed in the present work to address the problem of facial emotion recognition disorders. The proposed system could comprehensively analyze the user’s own stress status, emotions of people around, and the surrounding environment. The system consists of a multi-dimensi...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8261155/ https://www.ncbi.nlm.nih.gov/pubmed/34249893 http://dx.doi.org/10.3389/fbioe.2021.703048 |
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author | Lian, Zhengxu Guo, Yingjie Cao, Xinyu Li, Wendi |
author_facet | Lian, Zhengxu Guo, Yingjie Cao, Xinyu Li, Wendi |
author_sort | Lian, Zhengxu |
collection | PubMed |
description | A wearable device system was proposed in the present work to address the problem of facial emotion recognition disorders. The proposed system could comprehensively analyze the user’s own stress status, emotions of people around, and the surrounding environment. The system consists of a multi-dimensional physiological signals acquisition module, an image acquisition and transmission module, a user interface of the user mobile terminal, and a cloud database for data storage. Moreover, a deep learning based multi-model physiological signal pressure recognition algorithm and a facial emotion recognition algorithm were designed and implemented in the system. Some publicly available data sets were used to test the two algorithms, and the experiment results showed that the two algorithms could well realize the expected functions of the system. |
format | Online Article Text |
id | pubmed-8261155 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-82611552021-07-08 An Ear Wearable Device System for Facial Emotion Recognition Disorders Lian, Zhengxu Guo, Yingjie Cao, Xinyu Li, Wendi Front Bioeng Biotechnol Bioengineering and Biotechnology A wearable device system was proposed in the present work to address the problem of facial emotion recognition disorders. The proposed system could comprehensively analyze the user’s own stress status, emotions of people around, and the surrounding environment. The system consists of a multi-dimensional physiological signals acquisition module, an image acquisition and transmission module, a user interface of the user mobile terminal, and a cloud database for data storage. Moreover, a deep learning based multi-model physiological signal pressure recognition algorithm and a facial emotion recognition algorithm were designed and implemented in the system. Some publicly available data sets were used to test the two algorithms, and the experiment results showed that the two algorithms could well realize the expected functions of the system. Frontiers Media S.A. 2021-06-23 /pmc/articles/PMC8261155/ /pubmed/34249893 http://dx.doi.org/10.3389/fbioe.2021.703048 Text en Copyright © 2021 Lian, Guo, Cao and Li. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Bioengineering and Biotechnology Lian, Zhengxu Guo, Yingjie Cao, Xinyu Li, Wendi An Ear Wearable Device System for Facial Emotion Recognition Disorders |
title | An Ear Wearable Device System for Facial Emotion Recognition Disorders |
title_full | An Ear Wearable Device System for Facial Emotion Recognition Disorders |
title_fullStr | An Ear Wearable Device System for Facial Emotion Recognition Disorders |
title_full_unstemmed | An Ear Wearable Device System for Facial Emotion Recognition Disorders |
title_short | An Ear Wearable Device System for Facial Emotion Recognition Disorders |
title_sort | ear wearable device system for facial emotion recognition disorders |
topic | Bioengineering and Biotechnology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8261155/ https://www.ncbi.nlm.nih.gov/pubmed/34249893 http://dx.doi.org/10.3389/fbioe.2021.703048 |
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