Multimodal 2D-3D face recognition

Up to date, many advances have been made to 2D face recognition (2D FR) due to its broad range of applications in security and commercial areas as well as in smart devices. However, 2D FR is still quite vulnerable under unconstrained conditions of the image acquisition process. To overcome 2D FR lim...

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Main Authors: Nagi, Gawed M., O. K. Rahmat, Rahmita Wirza, Abdullah, Muhamad Taufik, Khalid, Fatimah
Format: Article
Language:English
Published: 2013
Online Access:http://psasir.upm.edu.my/id/eprint/30678/
http://psasir.upm.edu.my/id/eprint/30678/1/Multimodal%202D-3D%20face%20recognition.pdf
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author Nagi, Gawed M.
O. K. Rahmat, Rahmita Wirza
Abdullah, Muhamad Taufik
Khalid, Fatimah
author_facet Nagi, Gawed M.
O. K. Rahmat, Rahmita Wirza
Abdullah, Muhamad Taufik
Khalid, Fatimah
author_sort Nagi, Gawed M.
building UPM Institutional Repository
collection Online Access
description Up to date, many advances have been made to 2D face recognition (2D FR) due to its broad range of applications in security and commercial areas as well as in smart devices. However, 2D FR is still quite vulnerable under unconstrained conditions of the image acquisition process. To overcome 2D FR limitations, researchers shift to 3D face recognition technology but this technology is computationally expensive and inapplicable to real-world face recognition systems. Multimodal 2D-3D face recognition can combine the strength of both 2D and 3D modalities. In this paper a multimodal 2D-3D face recognition approach has been proposed based on geometric and textural characteristics of 2D and 3D modalities. The conducted experiments show that the proposed approach achieved promising results with illumination and head pose variations. The performance is evaluated using the landmark Bosphorus facial database.
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spelling upm-306782016-09-14T04:23:42Z http://psasir.upm.edu.my/id/eprint/30678/ Multimodal 2D-3D face recognition Nagi, Gawed M. O. K. Rahmat, Rahmita Wirza Abdullah, Muhamad Taufik Khalid, Fatimah Up to date, many advances have been made to 2D face recognition (2D FR) due to its broad range of applications in security and commercial areas as well as in smart devices. However, 2D FR is still quite vulnerable under unconstrained conditions of the image acquisition process. To overcome 2D FR limitations, researchers shift to 3D face recognition technology but this technology is computationally expensive and inapplicable to real-world face recognition systems. Multimodal 2D-3D face recognition can combine the strength of both 2D and 3D modalities. In this paper a multimodal 2D-3D face recognition approach has been proposed based on geometric and textural characteristics of 2D and 3D modalities. The conducted experiments show that the proposed approach achieved promising results with illumination and head pose variations. The performance is evaluated using the landmark Bosphorus facial database. 2013 Article PeerReviewed application/pdf en http://psasir.upm.edu.my/id/eprint/30678/1/Multimodal%202D-3D%20face%20recognition.pdf Nagi, Gawed M. and O. K. Rahmat, Rahmita Wirza and Abdullah, Muhamad Taufik and Khalid, Fatimah (2013) Multimodal 2D-3D face recognition. International Journal of Future Computer and Communication, 2 (6). pp. 687-691. ISSN 2010-3751 http://www.ijfcc.org/index.php?m=content&c=index&a=show&catid=43&id=520 10.7763/IJFCC.2013.V2.253
spellingShingle Nagi, Gawed M.
O. K. Rahmat, Rahmita Wirza
Abdullah, Muhamad Taufik
Khalid, Fatimah
Multimodal 2D-3D face recognition
title Multimodal 2D-3D face recognition
title_full Multimodal 2D-3D face recognition
title_fullStr Multimodal 2D-3D face recognition
title_full_unstemmed Multimodal 2D-3D face recognition
title_short Multimodal 2D-3D face recognition
title_sort multimodal 2d-3d face recognition
url http://psasir.upm.edu.my/id/eprint/30678/
http://psasir.upm.edu.my/id/eprint/30678/
http://psasir.upm.edu.my/id/eprint/30678/
http://psasir.upm.edu.my/id/eprint/30678/1/Multimodal%202D-3D%20face%20recognition.pdf