| 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 |
Copyright and 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) |
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| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
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| 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) |
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| Keyword(1) |
Face Detection |
| Keyword(2) |
Illumination Normalization |
| Keyword(3) |
Learning-based |
| Keyword(4) |
Illumination Insensitive |
| Keyword(5) |
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| Keyword(6) |
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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 |
6 |
| Date of Issue |
2013-08-26 (PRMU, IBISML) |