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High-Speed Video System for Micro-Expression Detection and Recognition

Micro-expressions play an essential part in understanding non-verbal communication and deceit detection. They are involuntary, brief facial movements that are shown when a person is trying to conceal something. Automatic analysis of micro-expression is challenging due to their low amplitude and to t...

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Detalles Bibliográficos
Autores principales: Borza, Diana, Danescu, Radu, Itu, Razvan, Darabant, Adrian Sergiu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5751645/
https://www.ncbi.nlm.nih.gov/pubmed/29240700
http://dx.doi.org/10.3390/s17122913
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author Borza, Diana
Danescu, Radu
Itu, Razvan
Darabant, Adrian Sergiu
author_facet Borza, Diana
Danescu, Radu
Itu, Razvan
Darabant, Adrian Sergiu
author_sort Borza, Diana
collection PubMed
description Micro-expressions play an essential part in understanding non-verbal communication and deceit detection. They are involuntary, brief facial movements that are shown when a person is trying to conceal something. Automatic analysis of micro-expression is challenging due to their low amplitude and to their short duration (they occur as fast as 1/15 to 1/25 of a second). We propose a fully micro-expression analysis system consisting of a high-speed image acquisition setup and a software framework which can detect the frames when the micro-expressions occurred as well as determine the type of the emerged expression. The detection and classification methods use fast and simple motion descriptors based on absolute image differences. The recognition module it only involves the computation of several 2D Gaussian probabilities. The software framework was tested on two publicly available high speed micro-expression databases and the whole system was used to acquire new data. The experiments we performed show that our solution outperforms state of the art works which use more complex and computationally intensive descriptors.
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spelling pubmed-57516452018-01-10 High-Speed Video System for Micro-Expression Detection and Recognition Borza, Diana Danescu, Radu Itu, Razvan Darabant, Adrian Sergiu Sensors (Basel) Article Micro-expressions play an essential part in understanding non-verbal communication and deceit detection. They are involuntary, brief facial movements that are shown when a person is trying to conceal something. Automatic analysis of micro-expression is challenging due to their low amplitude and to their short duration (they occur as fast as 1/15 to 1/25 of a second). We propose a fully micro-expression analysis system consisting of a high-speed image acquisition setup and a software framework which can detect the frames when the micro-expressions occurred as well as determine the type of the emerged expression. The detection and classification methods use fast and simple motion descriptors based on absolute image differences. The recognition module it only involves the computation of several 2D Gaussian probabilities. The software framework was tested on two publicly available high speed micro-expression databases and the whole system was used to acquire new data. The experiments we performed show that our solution outperforms state of the art works which use more complex and computationally intensive descriptors. MDPI 2017-12-14 /pmc/articles/PMC5751645/ /pubmed/29240700 http://dx.doi.org/10.3390/s17122913 Text en © 2017 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Borza, Diana
Danescu, Radu
Itu, Razvan
Darabant, Adrian Sergiu
High-Speed Video System for Micro-Expression Detection and Recognition
title High-Speed Video System for Micro-Expression Detection and Recognition
title_full High-Speed Video System for Micro-Expression Detection and Recognition
title_fullStr High-Speed Video System for Micro-Expression Detection and Recognition
title_full_unstemmed High-Speed Video System for Micro-Expression Detection and Recognition
title_short High-Speed Video System for Micro-Expression Detection and Recognition
title_sort high-speed video system for micro-expression detection and recognition
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5751645/
https://www.ncbi.nlm.nih.gov/pubmed/29240700
http://dx.doi.org/10.3390/s17122913
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