| Paper Abstract and Keywords |
| Presentation |
2011-05-20 14:00
Human Re-identification by Non-linear Distance Metric Learning Yoshihisa Ijiri, Shihong Lao (OMRON), Hiroshi Murase (Nagoya Univ.) IE2011-33 PRMU2011-25 MI2011-25 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
To do tracking of a specific person, since a field of view in a camera is limited, the use of multiple surveillance cameras is essential.
On the other hand, even if the number of these cameras is increased, in many practical scenarios it is difficult to cover a large area without any blind spot.
Therefore, human tracking across cameras with non-overlapping field of views have been studied.
In previous work, clothing color matching is the most popular method, assuming that clothing colors are not changed in short time.
However, matching with histograms via different color calibrations affects adversely accuracy.
Therefore in this paper we propose to use distance metric learning with nonlinear kernels to do robust matching in spite of camera differences.
The effectiveness of the proposed method is proved through experimental studies. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
human re-identification / Distance metric learning / Kernel / / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 111, no. 48, PRMU2011-25, pp. 139-146, May 2011. |
| Paper # |
PRMU2011-25 |
| Date of Issue |
2011-05-12 (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 |
IE2011-33 PRMU2011-25 MI2011-25 |
| Conference Information |
| Committee |
PRMU MI IE |
| Conference Date |
2011-05-19 - 2011-05-20 |
| 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 |
2011-05-PRMU-MI-IE |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Human Re-identification by Non-linear Distance Metric Learning |
| Sub Title (in English) |
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| Keyword(1) |
human re-identification |
| Keyword(2) |
Distance metric learning |
| Keyword(3) |
Kernel |
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| 1st Author's Name |
Yoshihisa Ijiri |
| 1st Author's Affiliation |
OMRON Corp. (OMRON) |
| 2nd Author's Name |
Shihong Lao |
| 2nd Author's Affiliation |
OMRON Corp. (OMRON) |
| 3rd Author's Name |
Hiroshi Murase |
| 3rd Author's Affiliation |
Nagoya University (Nagoya Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2011-05-20 14:00:00 |
| Presentation Time |
30 minutes |
| Registration for |
PRMU |
| Paper # |
IE2011-33, PRMU2011-25, MI2011-25 |
| Volume (vol) |
vol.111 |
| Number (no) |
no.47(IE), no.48(PRMU), no.49(MI) |
| Page |
pp.139-146 |
| #Pages |
8 |
| Date of Issue |
2011-05-12 (IE, PRMU, MI) |