| Paper Abstract and Keywords |
| Presentation |
2010-05-14 10:15
Memory Reduction Method Using Subspaces of Local Features for 3D Object Recognition Takahiro Kashiwagi, Takumi Toyama, Koichi Kise (Osaka Prefecture Univ.) IE2010-31 PRMU2010-19 MI2010-19 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Recognition methods for 3D objects using local features of their 2D images have been proposed. A drawback of these methods is that a huge amount of memory is required to store a lot of local features in a database. In this report, we propose a memory reduction method by using subspaces that are spanned by local features extracted from the same part of the object in different poses. The proposed method is successful to reduce the memory down to about 1/18 of the memory for storing all local features, while it is capable of keeping the recognition rate of 98.9\%. Since the subspaces are with the information of poses of objects, the proposed method is capable of estimating the pose of the object in the query image. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Subspace method / Memory reduction / Local feature / 3D object recognition / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 110, no. 27, PRMU2010-19, pp. 97-102, May 2010. |
| Paper # |
PRMU2010-19 |
| Date of Issue |
2010-05-06 (IE, PRMU, MI) |
| 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 |
IE2010-31 PRMU2010-19 MI2010-19 |
| Conference Information |
| Committee |
PRMU IE MI |
| Conference Date |
2010-05-13 - 2010-05-14 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Chubu Univ. |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
|
| Paper Information |
| Registration To |
PRMU |
| Conference Code |
2010-05-PRMU-IE-MI |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Memory Reduction Method Using Subspaces of Local Features for 3D Object Recognition |
| Sub Title (in English) |
|
| Keyword(1) |
Subspace method |
| Keyword(2) |
Memory reduction |
| Keyword(3) |
Local feature |
| Keyword(4) |
3D object recognition |
| Keyword(5) |
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| 1st Author's Name |
Takahiro Kashiwagi |
| 1st Author's Affiliation |
Osaka Prefecture University (Osaka Prefecture Univ.) |
| 2nd Author's Name |
Takumi Toyama |
| 2nd Author's Affiliation |
Osaka Prefecture University (Osaka Prefecture Univ.) |
| 3rd Author's Name |
Koichi Kise |
| 3rd Author's Affiliation |
Osaka Prefecture University (Osaka Prefecture Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2010-05-14 10:15:00 |
| Presentation Time |
30 minutes |
| Registration for |
PRMU |
| Paper # |
IE2010-31, PRMU2010-19, MI2010-19 |
| Volume (vol) |
vol.110 |
| Number (no) |
no.26(IE), no.27(PRMU), no.28(MI) |
| Page |
pp.97-102 |
| #Pages |
6 |
| Date of Issue |
2010-05-06 (IE, PRMU, MI) |