| Paper Abstract and Keywords |
| Presentation |
2010-03-11 17:15
Self-organizing line image classification with topology-free shape representation Makoto Otani, Kouichi Gunya, Tetsuo Furukawa (Kyushu Inst. of Tech.) NC2009-175 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
A method for line-image representation and classification based on a higher rank of self-organizing is proposed. The proposed method is called TFSOM×SOM, which represents a direct product space organized by a set of Topology Free SOMs (TFSOMs) and a higher-order SOM. We applied TFSOM×SOM to a handwritten digit recognition task. The result shows that this method is effective, particularly when the number of training data is small. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
shape representation / shape classification / topology / Topology Free SOM / TFSOM×SOM / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 109, no. 461, NC2009-175, pp. 513-518, March 2010. |
| Paper # |
NC2009-175 |
| Date of Issue |
2010-03-02 (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 |
NC2009-175 |
| Conference Information |
| Committee |
NC MBE |
| Conference Date |
2010-03-09 - 2010-03-11 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Tamagawa University |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
General |
| Paper Information |
| Registration To |
NC |
| Conference Code |
2010-03-NC-MBE |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Self-organizing line image classification with topology-free shape representation |
| Sub Title (in English) |
|
| Keyword(1) |
shape representation |
| Keyword(2) |
shape classification |
| Keyword(3) |
topology |
| Keyword(4) |
Topology Free SOM |
| Keyword(5) |
TFSOM×SOM |
| Keyword(6) |
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| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Makoto Otani |
| 1st Author's Affiliation |
Kyushu Institute of Technology (Kyushu Inst. of Tech.) |
| 2nd Author's Name |
Kouichi Gunya |
| 2nd Author's Affiliation |
Kyushu Institute of Technology (Kyushu Inst. of Tech.) |
| 3rd Author's Name |
Tetsuo Furukawa |
| 3rd Author's Affiliation |
Kyushu Institute of Technology (Kyushu Inst. of Tech.) |
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| Speaker |
Author-1 |
| Date Time |
2010-03-11 17:15:00 |
| Presentation Time |
25 minutes |
| Registration for |
NC |
| Paper # |
NC2009-175 |
| Volume (vol) |
vol.109 |
| Number (no) |
no.461 |
| Page |
pp.513-518 |
| #Pages |
6 |
| Date of Issue |
2010-03-02 (NC) |