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Paper Abstract and Keywords
Presentation 2013-09-02 10:00
Study on Illumination Insensitive Face Detection Based on Normalization Techniques
Min Yao, Hiroshi Nagahashi (Tokyo Inst. of Tech.) PRMU2013-33 IBISML2013-13
Abstract (in Japanese) (See Japanese page) 
(in English) Face detection has been attracting much academic attention. Illumination problem is one of the most important aspects that decreases its performance. Conventional methods have focused on extracting illumination invariant features or utilizing skin color information. However, the features and colors are unreliable in adverse lighting conditions. In this paper, we investigate various illumination normalization techniques for learning-based face detection under varying illumination. They are four illumination insensitive face representation techniques and five histogram-based normalization methods including our proposed method SH (segmentation-based HHTS). The experimental results show that 1) effective illumination normalization techniques in face recognition are not necessarily useful in face detection; 2) histogram-based methods significantly outperform illumination insensitive face representation techniques in average; 3) SH obtains the best results.
Keyword (in Japanese) (See Japanese page) 
(in English) Face Detection / Illumination Normalization / Learning-based / Illumination Insensitive / / / /  
Reference Info. IEICE Tech. Rep., vol. 113, no. 196, PRMU2013-33, pp. 1-6, Sept. 2013.
Paper # PRMU2013-33 
Date of Issue 2013-08-26 (PRMU, IBISML) 
ISSN Print edition: ISSN 0913-5685    Online edition: ISSN 2432-6380
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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)
Download PDF PRMU2013-33 IBISML2013-13

Conference Information
Committee PRMU IBISML IPSJ-CVIM  
Conference Date 2013-09-02 - 2013-09-03 
Place (in Japanese) (See Japanese page) 
Place (in English)  
Topics (in Japanese) (See Japanese page) 
Topics (in English)  
Paper Information
Registration To PRMU 
Conference Code 2013-09-PRMU-IBISML-CVIM 
Language English 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Study on Illumination Insensitive Face Detection Based on Normalization Techniques 
Sub Title (in English)  
Keyword(1) Face Detection  
Keyword(2) Illumination Normalization  
Keyword(3) Learning-based  
Keyword(4) Illumination Insensitive  
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1st Author's Name Min Yao  
1st Author's Affiliation Tokyo Institute of Technology (Tokyo Inst. of Tech.)
2nd Author's Name Hiroshi Nagahashi  
2nd Author's Affiliation Tokyo Institute of Technology (Tokyo Inst. of Tech.)
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Speaker Author-1 
Date Time 2013-09-02 10:00:00 
Presentation Time 30 minutes 
Registration for PRMU 
Paper # PRMU2013-33, IBISML2013-13 
Volume (vol) vol.113 
Number (no) no.196(PRMU), no.197(IBISML) 
Page pp.1-6 
#Pages
Date of Issue 2013-08-26 (PRMU, IBISML) 


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