Two-factor face authentication: Topographic Independent Component Analysis (TICA) and Multispace Random Projection (MRP)

A two-factor face authentication method is presented by using Topographic Independent Component Analysis (TICA) as feature extractor in conjunction with Multispace Random Projection (MRP). Instead of using face alone to access the system, a permissible access requires a pair of genuine face and vali...

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Main Authors: Lee, Gin Chong, Loo, Chu Kiong, Chockalingam, Letchumanan
Format: Book Section
Language:English
Published: IEEE 2009
Subjects:
Online Access:http://shdl.mmu.edu.my/1932/
http://shdl.mmu.edu.my/1932/1/Two-factor%20face%20authentication%20%20%20Topographic%20Independent%20Component%20Analysis%20%28TICA%29%20and%20Multispace%20Random%20Projection%20%28MRP%29.pdf
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author Lee, Gin Chong
Loo, Chu Kiong
Chockalingam, Letchumanan
author_facet Lee, Gin Chong
Loo, Chu Kiong
Chockalingam, Letchumanan
author_sort Lee, Gin Chong
building MMU Institutional Repository
collection Online Access
description A two-factor face authentication method is presented by using Topographic Independent Component Analysis (TICA) as feature extractor in conjunction with Multispace Random Projection (MRP). Instead of using face alone to access the system, a permissible access requires a pair of genuine face and valid token in authentication mechanism. The formulation is revocable but not reversible and makes replacement effortlessly, hence, offers security reinforcement. Evaluations on TICA as feature extractor before and after MRP have been conducted in the forms of ROC curve, FAR, FRR and scores distribution. The performance of the system has been evaluated under a number of scenarios (normal, stolen token, and stolen face) using Facial Recognition Technology face images.
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spelling mmu-19322014-09-12T04:36:41Z http://shdl.mmu.edu.my/1932/ Two-factor face authentication: Topographic Independent Component Analysis (TICA) and Multispace Random Projection (MRP) Lee, Gin Chong Loo, Chu Kiong Chockalingam, Letchumanan T Technology (General) QA75.5-76.95 Electronic computers. Computer science A two-factor face authentication method is presented by using Topographic Independent Component Analysis (TICA) as feature extractor in conjunction with Multispace Random Projection (MRP). Instead of using face alone to access the system, a permissible access requires a pair of genuine face and valid token in authentication mechanism. The formulation is revocable but not reversible and makes replacement effortlessly, hence, offers security reinforcement. Evaluations on TICA as feature extractor before and after MRP have been conducted in the forms of ROC curve, FAR, FRR and scores distribution. The performance of the system has been evaluated under a number of scenarios (normal, stolen token, and stolen face) using Facial Recognition Technology face images. IEEE 2009-12 Book Section NonPeerReviewed text en http://shdl.mmu.edu.my/1932/1/Two-factor%20face%20authentication%20%20%20Topographic%20Independent%20Component%20Analysis%20%28TICA%29%20and%20Multispace%20Random%20Projection%20%28MRP%29.pdf Lee, Gin Chong and Loo, Chu Kiong and Chockalingam, Letchumanan (2009) Two-factor face authentication: Topographic Independent Component Analysis (TICA) and Multispace Random Projection (MRP). In: International Conference of Soft Computing and Pattern Recognition, 2009. SOCPAR '09. IEEE, pp. 756-761. ISBN 978-0-7695-3879-2 http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=5368670 doi:10.1109/SoCPaR.2009.153 doi:10.1109/SoCPaR.2009.153
spellingShingle T Technology (General)
QA75.5-76.95 Electronic computers. Computer science
Lee, Gin Chong
Loo, Chu Kiong
Chockalingam, Letchumanan
Two-factor face authentication: Topographic Independent Component Analysis (TICA) and Multispace Random Projection (MRP)
title Two-factor face authentication: Topographic Independent Component Analysis (TICA) and Multispace Random Projection (MRP)
title_full Two-factor face authentication: Topographic Independent Component Analysis (TICA) and Multispace Random Projection (MRP)
title_fullStr Two-factor face authentication: Topographic Independent Component Analysis (TICA) and Multispace Random Projection (MRP)
title_full_unstemmed Two-factor face authentication: Topographic Independent Component Analysis (TICA) and Multispace Random Projection (MRP)
title_short Two-factor face authentication: Topographic Independent Component Analysis (TICA) and Multispace Random Projection (MRP)
title_sort two-factor face authentication: topographic independent component analysis (tica) and multispace random projection (mrp)
topic T Technology (General)
QA75.5-76.95 Electronic computers. Computer science
url http://shdl.mmu.edu.my/1932/
http://shdl.mmu.edu.my/1932/
http://shdl.mmu.edu.my/1932/
http://shdl.mmu.edu.my/1932/1/Two-factor%20face%20authentication%20%20%20Topographic%20Independent%20Component%20Analysis%20%28TICA%29%20and%20Multispace%20Random%20Projection%20%28MRP%29.pdf