Presentation 2007-02-23
Face authentication system for large scale database by PCA of 3D face model fitted to range scan data
Yusuke NONAKA, Nobuhiro YAMANA, Akito INBE, Fumihiro MIURA, Akinobu MAEJIMA, Shigeo MORISHIMA,
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Abstract(in English) In this paper, we propose an authentication system using 3D face geometry. We perform the principal component analysis for coordinates of 515 vertices of 3D mesh model adjusted to 3D personal face range scan data. And then principal components are treated as personal feature. First, this system quantizes nonlinearly principal component on an each component axis by normalizing distribution to reduce calculation cost. Second, using integration value of Gaussian function as a distance measure, this system authenticates the candidate. As an experimental result, HER is recorded with 4.53% when the 3D face database is composed of 2782 people and all of people are registrants. Additionally when the registrants are 15 people with 2782 outsiders, EER is 2.32(%).
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Keyword(in English) Face authentification / 3D face geometry / Principal component analysis / Large-scale 3D face database
Paper # PRMU2006-232,HIP2006-125
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Committee HIP
Conference Date 2007/2/16(1days)
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Language JPN
Title (in Japanese) (See Japanese page)
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Title (in English) Face authentication system for large scale database by PCA of 3D face model fitted to range scan data
Sub Title (in English)
Keyword(1) Face authentification
Keyword(2) 3D face geometry
Keyword(3) Principal component analysis
Keyword(4) Large-scale 3D face database
1st Author's Name Yusuke NONAKA
1st Author's Affiliation Department of Science and Engineering, Waseda University()
2nd Author's Name Nobuhiro YAMANA
2nd Author's Affiliation Department of Science and Engineering, Waseda University
3rd Author's Name Akito INBE
3rd Author's Affiliation Department of Science and Engineering, Waseda University
4th Author's Name Fumihiro MIURA
4th Author's Affiliation Department of Science and Engineering, Waseda University
5th Author's Name Akinobu MAEJIMA
5th Author's Affiliation Department of Science and Engineering, Waseda University
6th Author's Name Shigeo MORISHIMA
6th Author's Affiliation Department of Science and Engineering, Waseda University
Date 2007-02-23
Paper # PRMU2006-232,HIP2006-125
Volume (vol) vol.106
Number (no) 541
Page pp.pp.-
#Pages 6
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