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Paper Abstract and Keywords
Presentation 2010-03-15 15:35
Fast-Automatic 3D Face Model Generation From Single Snapshot
Akinobu Maejima, Shigeo Morishima (Waseda Univ.) PRMU2009-258 HIP2009-143
Abstract (in Japanese) (See Japanese page) 
(in English) In this paper, we have developed a method to fast-automatically generate an individual 3D face model with a plausible 3D geometry estimated from a facial snapshot using a prior knowledge of the 3D facial geometry. This prior knowledge consists of the deformable face model and the Gaussian Mixture Model learnt from 1,153 male/female and young/elderly of pre-modeled face models. A 3D geometry is estimated by optimizing an energy function for parameters of the deformable face model and deforming it according to the optimum parameters. The energy function is designed as the combination the vertex error term and the likelihood term. The vertex error term is defined as the sum of the Euclid distance between each feature point detected from a input snapshot and its corresponding vertex for the deformable face model. The likelihood term consisted of the GMM constrains parameters of the deformable face model to be guaranteed that the estimated 3D geometry does not collapse. Through the evaluation experiment, we show that the proposed method can generate a 3D face model with 2.1 [mm] estimation error in 1.2 seconds.
Keyword (in Japanese) (See Japanese page) 
(in English) 3D Face Model / Deformable Face Model / Gaussian Mixture Model / Energy Minimization / / / /  
Reference Info. IEICE Tech. Rep., vol. 109, no. 470, PRMU2009-258, pp. 145-150, March 2010.
Paper # PRMU2009-258 
Date of Issue 2010-03-08 (PRMU, HIP) 
ISSN Print edition: ISSN 0913-5685    Online edition: ISSN 2432-6380
Copyright
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reproduction
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034)
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Conference Information
Committee PRMU HIP  
Conference Date 2010-03-15 - 2010-03-16 
Place (in Japanese) (See Japanese page) 
Place (in English) Kagoshima Univ. 
Topics (in Japanese) (See Japanese page) 
Topics (in English)  
Paper Information
Registration To PRMU 
Conference Code 2010-03-PRMU-HIP 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Fast-Automatic 3D Face Model Generation From Single Snapshot 
Sub Title (in English)  
Keyword(1) 3D Face Model  
Keyword(2) Deformable Face Model  
Keyword(3) Gaussian Mixture Model  
Keyword(4) Energy Minimization  
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1st Author's Name Akinobu Maejima  
1st Author's Affiliation Waseda University (Waseda Univ.)
2nd Author's Name Shigeo Morishima  
2nd Author's Affiliation Waseda University (Waseda Univ.)
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Speaker Author-1 
Date Time 2010-03-15 15:35:00 
Presentation Time 25 minutes 
Registration for PRMU 
Paper # PRMU2009-258, HIP2009-143 
Volume (vol) vol.109 
Number (no) no.470(PRMU), no.471(HIP) 
Page pp.145-150 
#Pages
Date of Issue 2010-03-08 (PRMU, HIP) 


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