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Emo-mirror: a proposal to support emotion recognition in children with autism spectrum disorders

Autism spectrum disorder (ASD) is a neurodevelopmental disorder defined as persistent difficulty in maturing the socialization process. Health professionals have used traditional methods in the therapies performed on patients with the aim of improving the expression of emotions by patients. However,...

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Autores principales: Pavez, Rodolfo, Diaz, Jaime, Arango-Lopez, Jeferson, Ahumada, Danay, Mendez-Sandoval, Carolina, Moreira, Fernando
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer London 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8497190/
https://www.ncbi.nlm.nih.gov/pubmed/34642548
http://dx.doi.org/10.1007/s00521-021-06592-5
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author Pavez, Rodolfo
Diaz, Jaime
Arango-Lopez, Jeferson
Ahumada, Danay
Mendez-Sandoval, Carolina
Moreira, Fernando
author_facet Pavez, Rodolfo
Diaz, Jaime
Arango-Lopez, Jeferson
Ahumada, Danay
Mendez-Sandoval, Carolina
Moreira, Fernando
author_sort Pavez, Rodolfo
collection PubMed
description Autism spectrum disorder (ASD) is a neurodevelopmental disorder defined as persistent difficulty in maturing the socialization process. Health professionals have used traditional methods in the therapies performed on patients with the aim of improving the expression of emotions by patients. However, they have not been sufficient to detect the different emotions expressed in the face of people according to different sensations. Therefore, different artificial intelligence techniques have been applied to improve the results obtained in these therapies. In this article, we propose the construction of an intelligent mirror to recognize five basic emotions: angry, scared, sad, happy and neutral. This mirror uses convolutional neural networks to analyze the images that are captured by a camera and compare it with the one that the patient should perform, thus supporting the therapies performed by health professionals in children with ASD. The proposal presents the platform and computer architecture, as well as the evaluation by specialists under the technology acceptance model.
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spelling pubmed-84971902021-10-08 Emo-mirror: a proposal to support emotion recognition in children with autism spectrum disorders Pavez, Rodolfo Diaz, Jaime Arango-Lopez, Jeferson Ahumada, Danay Mendez-Sandoval, Carolina Moreira, Fernando Neural Comput Appl S.i.: Tam-Lhr Autism spectrum disorder (ASD) is a neurodevelopmental disorder defined as persistent difficulty in maturing the socialization process. Health professionals have used traditional methods in the therapies performed on patients with the aim of improving the expression of emotions by patients. However, they have not been sufficient to detect the different emotions expressed in the face of people according to different sensations. Therefore, different artificial intelligence techniques have been applied to improve the results obtained in these therapies. In this article, we propose the construction of an intelligent mirror to recognize five basic emotions: angry, scared, sad, happy and neutral. This mirror uses convolutional neural networks to analyze the images that are captured by a camera and compare it with the one that the patient should perform, thus supporting the therapies performed by health professionals in children with ASD. The proposal presents the platform and computer architecture, as well as the evaluation by specialists under the technology acceptance model. Springer London 2021-10-08 2023 /pmc/articles/PMC8497190/ /pubmed/34642548 http://dx.doi.org/10.1007/s00521-021-06592-5 Text en © The Author(s), under exclusive licence to Springer-Verlag London Ltd., part of Springer Nature 2021, Springer Nature or its licensor holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law. This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
spellingShingle S.i.: Tam-Lhr
Pavez, Rodolfo
Diaz, Jaime
Arango-Lopez, Jeferson
Ahumada, Danay
Mendez-Sandoval, Carolina
Moreira, Fernando
Emo-mirror: a proposal to support emotion recognition in children with autism spectrum disorders
title Emo-mirror: a proposal to support emotion recognition in children with autism spectrum disorders
title_full Emo-mirror: a proposal to support emotion recognition in children with autism spectrum disorders
title_fullStr Emo-mirror: a proposal to support emotion recognition in children with autism spectrum disorders
title_full_unstemmed Emo-mirror: a proposal to support emotion recognition in children with autism spectrum disorders
title_short Emo-mirror: a proposal to support emotion recognition in children with autism spectrum disorders
title_sort emo-mirror: a proposal to support emotion recognition in children with autism spectrum disorders
topic S.i.: Tam-Lhr
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8497190/
https://www.ncbi.nlm.nih.gov/pubmed/34642548
http://dx.doi.org/10.1007/s00521-021-06592-5
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