Please use this identifier to cite or link to this item: http://hdl.handle.net/10553/132169
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dc.contributor.authorFreire Obregón, David Sebastiánen_US
dc.contributor.authorHernández Sosa, José Danielen_US
dc.contributor.authorSantana Jaria, Oliverio Jesúsen_US
dc.contributor.authorLorenzo Navarro, José Javieren_US
dc.contributor.authorCastrillón Santana, Modesto Fernandoen_US
dc.date.accessioned2024-07-17T10:54:11Z-
dc.date.available2024-07-17T10:54:11Z-
dc.date.issued2024en_US
dc.identifier.isbn979-8-3503-9494-8en_US
dc.identifier.issn2326-5396en_US
dc.identifier.otherScopus-
dc.identifier.urihttp://hdl.handle.net/10553/132169-
dc.description.abstractEmotion classification through EEG signals plays a significant role in psychology, neuroscience, and humancomputer interaction. This paper addresses the challenge of mapping human emotions using EEG data in the Mapping Human Emotions through EEG Signals FG24 competition. Subjects mimic the facial expressions of an avatar, displaying fear, joy, anger, sadness, disgust, and surprise in a VR setting. EEG data is captured using a multi-channel sensor system to discern brain activity patterns. We propose a novel two-stream neural network employing a Bi-Hemispheric approach for emotion inference, surpassing baseline methods and enhancing emotion recognition accuracy. Additionally, we conduct a temporal analysis revealing that specific signal intervals at the beginning and end of the emotion stimulus sequence contribute significantly to improve accuracy. Leveraging insights gained from this temporal analysis, our approach offers enhanced performance in capturing subtle variations in the states of emotions.en_US
dc.languageengen_US
dc.source2024 IEEE 18th International Conference on Automatic Face and Gesture Recognition, FG 2024 [EISSN ], (Mayo 2024)en_US
dc.subject120304 Inteligencia artificialen_US
dc.titleTowards Bi-Hemispheric Emotion Mapping Through EEG: A Dual-Stream Neural Network Approachen_US
dc.typeconference_paperen_US
dc.relation.conference18th IEEE International Conference on Automatic Face and Gesture Recognition (FG 2024)en_US
dc.identifier.doi10.1109/FG59268.2024.10581965en_US
dc.identifier.scopus85199479671-
dc.identifier.isi001270976600081-
dc.contributor.orcidNO DATA-
dc.contributor.orcidNO DATA-
dc.contributor.orcidNO DATA-
dc.contributor.orcidNO DATA-
dc.contributor.orcidNO DATA-
dc.contributor.authorscopusid23396618800-
dc.contributor.authorscopusid6507124168-
dc.contributor.authorscopusid7003605046-
dc.contributor.authorscopusid15042453800-
dc.contributor.authorscopusid57218418238-
dc.investigacionIngeniería y Arquitecturaen_US
dc.type2Actas de congresosen_US
dc.contributor.daisngidNo ID-
dc.contributor.daisngidNo ID-
dc.contributor.daisngidNo ID-
dc.contributor.daisngidNo ID-
dc.contributor.daisngidNo ID-
dc.description.numberofpages5en_US
dc.utils.revisionen_US
dc.contributor.wosstandardWOS:Freire-Obregón, D-
dc.contributor.wosstandardWOS:Hernández-Sosa, D-
dc.contributor.wosstandardWOS:Santana, OJ-
dc.contributor.wosstandardWOS:Lorenzo-Navarro, J-
dc.contributor.wosstandardWOS:Castrillón-Santana, M-
dc.date.coverdateMay 2024en_US
dc.identifier.conferenceidevents155431-
dc.identifier.ulpgcen_US
dc.contributor.buulpgcBU-INFen_US
item.grantfulltextopen-
item.fulltextCon texto completo-
crisitem.author.deptGIR SIANI: Inteligencia Artificial, Robótica y Oceanografía Computacional-
crisitem.author.deptIU Sistemas Inteligentes y Aplicaciones Numéricas-
crisitem.author.deptDepartamento de Informática y Sistemas-
crisitem.author.deptGIR SIANI: Inteligencia Artificial, Robótica y Oceanografía Computacional-
crisitem.author.deptIU Sistemas Inteligentes y Aplicaciones Numéricas-
crisitem.author.deptDepartamento de Informática y Sistemas-
crisitem.author.deptGIR SIANI: Inteligencia Artificial, Robótica y Oceanografía Computacional-
crisitem.author.deptIU Sistemas Inteligentes y Aplicaciones Numéricas-
crisitem.author.deptDepartamento de Informática y Sistemas-
crisitem.author.deptGIR SIANI: Inteligencia Artificial, Robótica y Oceanografía Computacional-
crisitem.author.deptIU Sistemas Inteligentes y Aplicaciones Numéricas-
crisitem.author.deptDepartamento de Informática y Sistemas-
crisitem.author.deptGIR SIANI: Inteligencia Artificial, Robótica y Oceanografía Computacional-
crisitem.author.deptIU Sistemas Inteligentes y Aplicaciones Numéricas-
crisitem.author.deptDepartamento de Informática y Sistemas-
crisitem.author.orcid0000-0003-2378-4277-
crisitem.author.orcid0000-0003-3022-7698-
crisitem.author.orcid0000-0001-7511-5783-
crisitem.author.orcid0000-0002-2834-2067-
crisitem.author.orcid0000-0002-8673-2725-
crisitem.author.parentorgIU Sistemas Inteligentes y Aplicaciones Numéricas-
crisitem.author.parentorgIU Sistemas Inteligentes y Aplicaciones Numéricas-
crisitem.author.parentorgIU Sistemas Inteligentes y Aplicaciones Numéricas-
crisitem.author.parentorgIU Sistemas Inteligentes y Aplicaciones Numéricas-
crisitem.author.parentorgIU Sistemas Inteligentes y Aplicaciones Numéricas-
crisitem.author.fullNameFreire Obregón, David Sebastián-
crisitem.author.fullNameHernández Sosa, José Daniel-
crisitem.author.fullNameSantana Jaria, Oliverio Jesús-
crisitem.author.fullNameLorenzo Navarro, José Javier-
crisitem.author.fullNameCastrillón Santana, Modesto Fernando-
Appears in Collections:Actas de congresos
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