| Paper Abstract and Keywords |
| Presentation |
2008-01-16 14:10
Age and Gender Estimation of Face Images by Self-Organizing Map Koichi Ikuta, Hiroshi Kage, Kazuhiko Sumi, Ken-ichi Tanaka, Kazuo Kyuma (Mitsubishi Electric Corp.) NC2007-107 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
As management of personal information becomes strict in recent years, it becomes difficult to acquire a large amount of facial image data with personal information like gender, generation, etc. For this reason, we consider applying self-organization map algorithm to the problem of generation classification. The algorithm is capable of learning the some feature topology from the feature space. The feature construction of generation has continuousness in the feature space of facial image. We have hitherto presented models which use one-dimensional SOM for representing generation. In this paper, we show an improved model. We combine two one-dimensional SOM, each of which corresponds to gender, mail and female. We tested the new model by computer simulation, and evaluate its performance. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Self-organization MAP / facial image / generation classification / gender classification / personal information / continuous category / / |
| Reference Info. |
IEICE Tech. Rep., vol. 107, no. 413, NC2007-107, pp. 121-126, Jan. 2008. |
| Paper # |
NC2007-107 |
| Date of Issue |
2008-01-08 (NC) |
| 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 |
NC2007-107 |
| Conference Information |
| Committee |
NC |
| Conference Date |
2008-01-15 - 2008-01-16 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Centennial Hall, Hokkaido Univ. |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Machine Learning, etc. |
| Paper Information |
| Registration To |
NC |
| Conference Code |
2008-01-NC |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Age and Gender Estimation of Face Images by Self-Organizing Map |
| Sub Title (in English) |
|
| Keyword(1) |
Self-organization MAP |
| Keyword(2) |
facial image |
| Keyword(3) |
generation classification |
| Keyword(4) |
gender classification |
| Keyword(5) |
personal information |
| Keyword(6) |
continuous category |
| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Koichi Ikuta |
| 1st Author's Affiliation |
Advanced Technology R&D Center, Mitsubishi Electric Corporation (Mitsubishi Electric Corp.) |
| 2nd Author's Name |
Hiroshi Kage |
| 2nd Author's Affiliation |
Advanced Technology R&D Center, Mitsubishi Electric Corporation (Mitsubishi Electric Corp.) |
| 3rd Author's Name |
Kazuhiko Sumi |
| 3rd Author's Affiliation |
Advanced Technology R&D Center, Mitsubishi Electric Corporation (Mitsubishi Electric Corp.) |
| 4th Author's Name |
Ken-ichi Tanaka |
| 4th Author's Affiliation |
Advanced Technology R&D Center, Mitsubishi Electric Corporation (Mitsubishi Electric Corp.) |
| 5th Author's Name |
Kazuo Kyuma |
| 5th Author's Affiliation |
Mitsubishi Electric Corporation (Mitsubishi Electric Corp.) |
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| Speaker |
Author-1 |
| Date Time |
2008-01-16 14:10:00 |
| Presentation Time |
20 minutes |
| Registration for |
NC |
| Paper # |
NC2007-107 |
| Volume (vol) |
vol.107 |
| Number (no) |
no.413 |
| Page |
pp.121-126 |
| #Pages |
6 |
| Date of Issue |
2008-01-08 (NC) |