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Light Fields for Face Analysis

The term “plenoptic” comes from the Latin words plenus (“full”) + optic. The plenoptic function is the 7-dimensional function representing the intensity of the light observed from every position and direction in 3-dimensional space. Thanks to the plenoptic function it is thus possible to define the...

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Autores principales: Galdi, Chiara, Chiesa, Valeria, Busch, Christoph, Lobato Correia, Paulo, Dugelay, Jean-Luc, Guillemot, Christine
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6631434/
https://www.ncbi.nlm.nih.gov/pubmed/31207911
http://dx.doi.org/10.3390/s19122687
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author Galdi, Chiara
Chiesa, Valeria
Busch, Christoph
Lobato Correia, Paulo
Dugelay, Jean-Luc
Guillemot, Christine
author_facet Galdi, Chiara
Chiesa, Valeria
Busch, Christoph
Lobato Correia, Paulo
Dugelay, Jean-Luc
Guillemot, Christine
author_sort Galdi, Chiara
collection PubMed
description The term “plenoptic” comes from the Latin words plenus (“full”) + optic. The plenoptic function is the 7-dimensional function representing the intensity of the light observed from every position and direction in 3-dimensional space. Thanks to the plenoptic function it is thus possible to define the direction of every ray in the light-field vector function. Imaging systems are rapidly evolving with the emergence of light-field-capturing devices. Consequently, existing image-processing techniques need to be revisited to match the richer information provided. This article explores the use of light fields for face analysis. This field of research is very recent but already includes several works reporting promising results. Such works deal with the main steps of face analysis and include but are not limited to: face recognition; face presentation attack detection; facial soft-biometrics classification; and facial landmark detection. This article aims to review the state of the art on light fields for face analysis, identifying future challenges and possible applications.
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spelling pubmed-66314342019-08-19 Light Fields for Face Analysis Galdi, Chiara Chiesa, Valeria Busch, Christoph Lobato Correia, Paulo Dugelay, Jean-Luc Guillemot, Christine Sensors (Basel) Article The term “plenoptic” comes from the Latin words plenus (“full”) + optic. The plenoptic function is the 7-dimensional function representing the intensity of the light observed from every position and direction in 3-dimensional space. Thanks to the plenoptic function it is thus possible to define the direction of every ray in the light-field vector function. Imaging systems are rapidly evolving with the emergence of light-field-capturing devices. Consequently, existing image-processing techniques need to be revisited to match the richer information provided. This article explores the use of light fields for face analysis. This field of research is very recent but already includes several works reporting promising results. Such works deal with the main steps of face analysis and include but are not limited to: face recognition; face presentation attack detection; facial soft-biometrics classification; and facial landmark detection. This article aims to review the state of the art on light fields for face analysis, identifying future challenges and possible applications. MDPI 2019-06-14 /pmc/articles/PMC6631434/ /pubmed/31207911 http://dx.doi.org/10.3390/s19122687 Text en © 2019 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
Galdi, Chiara
Chiesa, Valeria
Busch, Christoph
Lobato Correia, Paulo
Dugelay, Jean-Luc
Guillemot, Christine
Light Fields for Face Analysis
title Light Fields for Face Analysis
title_full Light Fields for Face Analysis
title_fullStr Light Fields for Face Analysis
title_full_unstemmed Light Fields for Face Analysis
title_short Light Fields for Face Analysis
title_sort light fields for face analysis
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6631434/
https://www.ncbi.nlm.nih.gov/pubmed/31207911
http://dx.doi.org/10.3390/s19122687
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