A closer look tells more: A facial distortion based liveness detection for face authentication

Face authentication is vulnerable to media-based virtual face forgery (MVFF) where adversaries display photos/videos or 3D virtual face models of victims to spoof face authentication systems. In this paper, we propose a liveness detection mechanism, called FaceCloseup, to protect the face authentica...

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Main Authors: LI, Yan, WANG, Zilong, LI, Yingjiu, DENG, Robert H., CHEN, Binbin, MENG, Weizhi, LI, Hui
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Language:English
Published: Institutional Knowledge at Singapore Management University 2019
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Online Access:https://ink.library.smu.edu.sg/sis_research/4513
https://ink.library.smu.edu.sg/context/sis_research/article/5516/viewcontent/p241_li.pdf
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spelling sg-smu-ink.sis_research-55162020-04-03T08:04:23Z A closer look tells more: A facial distortion based liveness detection for face authentication LI, Yan WANG, Zilong LI, Yingjiu DENG, Robert H. CHEN, Binbin MENG, Weizhi LI, Hui Face authentication is vulnerable to media-based virtual face forgery (MVFF) where adversaries display photos/videos or 3D virtual face models of victims to spoof face authentication systems. In this paper, we propose a liveness detection mechanism, called FaceCloseup, to protect the face authentication on mobile devices. FaceCloseup detects MVFF-based attacks by analyzing the distortion of face regions in a user's closeup facial videos captured by built-in camera on mobile device. It can detect MVFF-based attacks with an accuracy of 99.48%. 2019-07-01T07:00:00Z text application/pdf https://ink.library.smu.edu.sg/sis_research/4513 info:doi/10.1145/3321705.3329850 https://ink.library.smu.edu.sg/context/sis_research/article/5516/viewcontent/p241_li.pdf http://creativecommons.org/licenses/by-nc-nd/4.0/ Research Collection School Of Computing and Information Systems eng Institutional Knowledge at Singapore Management University Face authentication Liveness detection Perspective distortion Information Security
institution Singapore Management University
building SMU Libraries
continent Asia
country Singapore
Singapore
content_provider SMU Libraries
collection InK@SMU
language English
topic Face authentication
Liveness detection
Perspective distortion
Information Security
spellingShingle Face authentication
Liveness detection
Perspective distortion
Information Security
LI, Yan
WANG, Zilong
LI, Yingjiu
DENG, Robert H.
CHEN, Binbin
MENG, Weizhi
LI, Hui
A closer look tells more: A facial distortion based liveness detection for face authentication
description Face authentication is vulnerable to media-based virtual face forgery (MVFF) where adversaries display photos/videos or 3D virtual face models of victims to spoof face authentication systems. In this paper, we propose a liveness detection mechanism, called FaceCloseup, to protect the face authentication on mobile devices. FaceCloseup detects MVFF-based attacks by analyzing the distortion of face regions in a user's closeup facial videos captured by built-in camera on mobile device. It can detect MVFF-based attacks with an accuracy of 99.48%.
format text
author LI, Yan
WANG, Zilong
LI, Yingjiu
DENG, Robert H.
CHEN, Binbin
MENG, Weizhi
LI, Hui
author_facet LI, Yan
WANG, Zilong
LI, Yingjiu
DENG, Robert H.
CHEN, Binbin
MENG, Weizhi
LI, Hui
author_sort LI, Yan
title A closer look tells more: A facial distortion based liveness detection for face authentication
title_short A closer look tells more: A facial distortion based liveness detection for face authentication
title_full A closer look tells more: A facial distortion based liveness detection for face authentication
title_fullStr A closer look tells more: A facial distortion based liveness detection for face authentication
title_full_unstemmed A closer look tells more: A facial distortion based liveness detection for face authentication
title_sort closer look tells more: a facial distortion based liveness detection for face authentication
publisher Institutional Knowledge at Singapore Management University
publishDate 2019
url https://ink.library.smu.edu.sg/sis_research/4513
https://ink.library.smu.edu.sg/context/sis_research/article/5516/viewcontent/p241_li.pdf
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