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A Fast Preprocessing Method for Micro-Expression Spotting via Perceptual Detection of Frozen Frames

This paper presents a preliminary study concerning a fast preprocessing method for facial microexpression (ME) spotting in video sequences. The rationale is to detect frames containing frozen expressions as a quick warning for the presence of MEs. In fact, those frames can either precede or follow (...

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Detalles Bibliográficos
Autores principales: Bruni, Vittoria, Vitulano, Domenico
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8321339/
https://www.ncbi.nlm.nih.gov/pubmed/34460518
http://dx.doi.org/10.3390/jimaging7040068
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author Bruni, Vittoria
Vitulano, Domenico
author_facet Bruni, Vittoria
Vitulano, Domenico
author_sort Bruni, Vittoria
collection PubMed
description This paper presents a preliminary study concerning a fast preprocessing method for facial microexpression (ME) spotting in video sequences. The rationale is to detect frames containing frozen expressions as a quick warning for the presence of MEs. In fact, those frames can either precede or follow (or both) MEs according to ME type and the subject’s reaction. To that end, inspired by the Adelson–Bergen motion energy model and the instinctive nature of the preattentive vision, global visual perception-based features were employed for the detection of frozen frames. Preliminary results achieved on both controlled and uncontrolled videos confirmed that the proposed method is able to correctly detect frozen frames and those revealing the presence of nearby MEs—independently of ME kind and facial region. This property can then contribute to speeding up and simplifying the ME spotting process, especially during long video acquisitions.
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spelling pubmed-83213392021-08-26 A Fast Preprocessing Method for Micro-Expression Spotting via Perceptual Detection of Frozen Frames Bruni, Vittoria Vitulano, Domenico J Imaging Article This paper presents a preliminary study concerning a fast preprocessing method for facial microexpression (ME) spotting in video sequences. The rationale is to detect frames containing frozen expressions as a quick warning for the presence of MEs. In fact, those frames can either precede or follow (or both) MEs according to ME type and the subject’s reaction. To that end, inspired by the Adelson–Bergen motion energy model and the instinctive nature of the preattentive vision, global visual perception-based features were employed for the detection of frozen frames. Preliminary results achieved on both controlled and uncontrolled videos confirmed that the proposed method is able to correctly detect frozen frames and those revealing the presence of nearby MEs—independently of ME kind and facial region. This property can then contribute to speeding up and simplifying the ME spotting process, especially during long video acquisitions. MDPI 2021-04-02 /pmc/articles/PMC8321339/ /pubmed/34460518 http://dx.doi.org/10.3390/jimaging7040068 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/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 (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Bruni, Vittoria
Vitulano, Domenico
A Fast Preprocessing Method for Micro-Expression Spotting via Perceptual Detection of Frozen Frames
title A Fast Preprocessing Method for Micro-Expression Spotting via Perceptual Detection of Frozen Frames
title_full A Fast Preprocessing Method for Micro-Expression Spotting via Perceptual Detection of Frozen Frames
title_fullStr A Fast Preprocessing Method for Micro-Expression Spotting via Perceptual Detection of Frozen Frames
title_full_unstemmed A Fast Preprocessing Method for Micro-Expression Spotting via Perceptual Detection of Frozen Frames
title_short A Fast Preprocessing Method for Micro-Expression Spotting via Perceptual Detection of Frozen Frames
title_sort fast preprocessing method for micro-expression spotting via perceptual detection of frozen frames
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8321339/
https://www.ncbi.nlm.nih.gov/pubmed/34460518
http://dx.doi.org/10.3390/jimaging7040068
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