Age-Invariant Face Recognition Technique Using Facial Geometry

While face recognition systems have proven to be sensitive to factors such as illumination and pose, their sensitivity to facial aging effects is yet to be studied. The FRVT (Face Recognition Vendor Test) report estimated a decrease in performance by approximately 5 for each year of age difference....

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Main Authors: Osman Ali, A.S., Asirvadam, V.S.A., Malik, A.S., Aziz, A.
Format: Article
Published: Springer Verlag 2013
Online Access:https://www.scopus.com/inward/record.uri?eid=2-s2.0-84904890745&doi=10.1007%2f978-3-642-40567-9_8&partnerID=40&md5=77c28c5461701f9ec3f24c88b4690f06
http://eprints.utp.edu.my/32797/
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spelling my.utp.eprints.327972022-03-30T01:10:38Z Age-Invariant Face Recognition Technique Using Facial Geometry Osman Ali, A.S. Asirvadam, V.S.A. Malik, A.S. Aziz, A. While face recognition systems have proven to be sensitive to factors such as illumination and pose, their sensitivity to facial aging effects is yet to be studied. The FRVT (Face Recognition Vendor Test) report estimated a decrease in performance by approximately 5 for each year of age difference. This research study proposed a geometrical model based on multiple triangular features for the purpose of handling the challenge of face age variations that affect the process of face recognition. The system is aim to serve in real time applications were the test images are usually taken in random scales that may not be of the same scale as the probe image, along with orientation, lighting, illumination, and pose variations. Multiple mathematical equations where developed and used in the process of forming distinct subjects clusters. These clusters hold the results of applying the developed mathematical models over the FGNET face aging database. © Springer-Verlag Berlin Heidelberg 2013. Springer Verlag 2013 Article NonPeerReviewed https://www.scopus.com/inward/record.uri?eid=2-s2.0-84904890745&doi=10.1007%2f978-3-642-40567-9_8&partnerID=40&md5=77c28c5461701f9ec3f24c88b4690f06 Osman Ali, A.S. and Asirvadam, V.S.A. and Malik, A.S. and Aziz, A. (2013) Age-Invariant Face Recognition Technique Using Facial Geometry. Communications in Computer and Information Science, 378 CC . pp. 89-98. http://eprints.utp.edu.my/32797/
institution Universiti Teknologi Petronas
building UTP Resource Centre
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Petronas
content_source UTP Institutional Repository
url_provider http://eprints.utp.edu.my/
description While face recognition systems have proven to be sensitive to factors such as illumination and pose, their sensitivity to facial aging effects is yet to be studied. The FRVT (Face Recognition Vendor Test) report estimated a decrease in performance by approximately 5 for each year of age difference. This research study proposed a geometrical model based on multiple triangular features for the purpose of handling the challenge of face age variations that affect the process of face recognition. The system is aim to serve in real time applications were the test images are usually taken in random scales that may not be of the same scale as the probe image, along with orientation, lighting, illumination, and pose variations. Multiple mathematical equations where developed and used in the process of forming distinct subjects clusters. These clusters hold the results of applying the developed mathematical models over the FGNET face aging database. © Springer-Verlag Berlin Heidelberg 2013.
format Article
author Osman Ali, A.S.
Asirvadam, V.S.A.
Malik, A.S.
Aziz, A.
spellingShingle Osman Ali, A.S.
Asirvadam, V.S.A.
Malik, A.S.
Aziz, A.
Age-Invariant Face Recognition Technique Using Facial Geometry
author_facet Osman Ali, A.S.
Asirvadam, V.S.A.
Malik, A.S.
Aziz, A.
author_sort Osman Ali, A.S.
title Age-Invariant Face Recognition Technique Using Facial Geometry
title_short Age-Invariant Face Recognition Technique Using Facial Geometry
title_full Age-Invariant Face Recognition Technique Using Facial Geometry
title_fullStr Age-Invariant Face Recognition Technique Using Facial Geometry
title_full_unstemmed Age-Invariant Face Recognition Technique Using Facial Geometry
title_sort age-invariant face recognition technique using facial geometry
publisher Springer Verlag
publishDate 2013
url https://www.scopus.com/inward/record.uri?eid=2-s2.0-84904890745&doi=10.1007%2f978-3-642-40567-9_8&partnerID=40&md5=77c28c5461701f9ec3f24c88b4690f06
http://eprints.utp.edu.my/32797/
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score 13.160551