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

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dc.contributor.authorPavez, Rodolfo
dc.contributor.authorDiaz, Jaime
dc.contributor.authorArango-López, Jeferson
dc.contributor.authorAhumada, Danay
dc.contributor.authorMendez-Sandoval, Carolina
dc.contributor.authorMoreira, Fernando
dc.date.accessioned2022-08-01T16:34:10Z
dc.date.available2022-08-01T16:34:10Z
dc.date.issued2021-10-08
dc.descriptionPublished online: 08 October 2021pt_PT
dc.description.abstractAutism 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.pt_PT
dc.identifier.citationPavez, R., Diaz, J., Arango-Lopez, J., Ahumada, D., Mendez-Sandoval, C., & Moreira, F. (2021). Emo-mirror: a proposal to support emotion recognition in children with autism spectrum disorders. Neural Computing and Applications, (Published online: 08 October 2021), 1-12. https://doi.org/10.1007/s00521-021-06592-5. Repositório Institucional UPT. http://hdl.handle.net/11328/4392pt_PT
dc.identifier.doihttps://doi.org/10.1007/s00521-021-06592-5pt_PT
dc.identifier.issn0941-0643 (Print)
dc.identifier.issn1433-3058 (Electronic)
dc.identifier.urihttp://hdl.handle.net/11328/4392
dc.language.isoengpt_PT
dc.peerreviewedyespt_PT
dc.publisherSpringerpt_PT
dc.rightsrestricted accesspt_PT
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/pt_PT
dc.subjectAutism Spectrum Disorder (ASD)pt_PT
dc.subjectEmotion recognitionpt_PT
dc.subjectHuman–computer interactionpt_PT
dc.subjectConvolutional neural networkspt_PT
dc.titleEmo-mirror: a proposal to support emotion recognition in children with autism spectrum disorderspt_PT
dc.typejournal articlept_PT
degois.publication.firstPage1pt_PT
degois.publication.lastPage12pt_PT
degois.publication.titleNeural Computing and Applicationspt_PT
degois.publication.volumePublished online: 08 October 2021pt_PT
dspace.entity.typePublicationen
person.affiliation.nameUniversidade Portucalense
person.familyNameMoreira
person.givenNameFernando
person.identifier.ciencia-id7B1C-3A29-9861
person.identifier.orcid0000-0002-0816-1445
person.identifier.ridP-9673-2016
person.identifier.scopus-author-id8649758400
relation.isAuthorOfPublicationbad3408c-ee33-431e-b9a6-cb778048975e
relation.isAuthorOfPublication.latestForDiscoverybad3408c-ee33-431e-b9a6-cb778048975e

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