| Paper Abstract and Keywords |
| Presentation |
2010-11-04 15:00
[Poster Presentation]
Methods of Cross-Domain Object Matching Makoto Yamada, Masashi Sugiyama (Tokyo Inst. of Tech.) IBISML2010-61 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
The goal of \emph{cross-domain object matching} (CDOM) is to find correspondence between two sets of objects in different domains in an unsupervised way. Photo album summarization is a typical application of CDOM, where photos are automatically aligned into a designed frame expressed in the Cartesian coordinate system. CDOM is usually formulated as finding a mapping from objects in one domain (photos) to objects in the other domain (frame) so that the pairwise dependency is maximized. A state-of-the-art CDOM method employs a kernel-based dependency measure, but it has a drawback that the kernel parameter needs to be determined manually. In this paper, we propose alternative CDOM methods that can naturally address the model selection problem. Through experiments on image matching, unpaired voice conversion, and photo album summarization tasks, the effectiveness of the proposed methods is demonstrated. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Cross-Domain Object Matching / Kernelized Sorting / Least-Square Object Matching / / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 110, no. 265, IBISML2010-61, pp. 13-18, Nov. 2010. |
| Paper # |
IBISML2010-61 |
| Date of Issue |
2010-10-28 (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 |
IBISML2010-61 |
| Conference Information |
| Committee |
IBISML |
| Conference Date |
2010-11-04 - 2010-11-06 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
IIS, Univ. of Tokyo |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
IBIS 2010 (Workshop on Information-based Induction Sciences) |
| Paper Information |
| Registration To |
IBISML |
| Conference Code |
2010-11-IBISML |
| Language |
English |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Methods of Cross-Domain Object Matching |
| Sub Title (in English) |
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| Keyword(1) |
Cross-Domain Object Matching |
| Keyword(2) |
Kernelized Sorting |
| Keyword(3) |
Least-Square Object Matching |
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| 1st Author's Name |
Makoto Yamada |
| 1st Author's Affiliation |
Tokyo Institute of Technology (Tokyo Inst. of Tech.) |
| 2nd Author's Name |
Masashi Sugiyama |
| 2nd Author's Affiliation |
Tokyo Institute of Technology (Tokyo Inst. of Tech.) |
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| Speaker |
Author-1 |
| Date Time |
2010-11-04 15:00:00 |
| Presentation Time |
180 minutes |
| Registration for |
IBISML |
| Paper # |
IBISML2010-61 |
| Volume (vol) |
vol.110 |
| Number (no) |
no.265 |
| Page |
pp.13-18 |
| #Pages |
6 |
| Date of Issue |
2010-10-28 (IBISML) |