Paper Abstract and Keywords |
Presentation |
2015-03-04 11:20
Learning-Based Confidence Analysis for Multi-Class Object Recognition Shinnosuke Ohshima, Toshihiko Yamasaki, Kiyoharu Aizawa (UT) IMQ2014-52 IE2014-113 MVE2014-100 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
We have been working on confidence analysis of multiclass classifiers to distinguish whether the output label from the classifier is true or false without knowing the answer. In this paper, we propose two new approaches. One is a threshold-based approach using top-N decision values and the other is a machine-learning approach. Experimental results show that the proposed approaches yield better results than our previous difference-based approach. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
machine learning / confidence analysis / object recognition / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 114, no. 487, MVE2014-100, pp. 123-124, March 2015. |
Paper # |
MVE2014-100 |
Date of Issue |
2015-02-24 (IMQ, IE, MVE) |
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) |
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IMQ2014-52 IE2014-113 MVE2014-100 |
Conference Information |
Committee |
CQ IMQ MVE IE |
Conference Date |
2015-03-03 - 2015-03-04 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Seikei Univ. |
Topics (in Japanese) |
(See Japanese page) |
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Paper Information |
Registration To |
MVE |
Conference Code |
2015-03-CQ-IMQ-MVE-IE |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Learning-Based Confidence Analysis for Multi-Class Object Recognition |
Sub Title (in English) |
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machine learning |
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confidence analysis |
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object recognition |
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1st Author's Name |
Shinnosuke Ohshima |
1st Author's Affiliation |
The University of Tokyo (UT) |
2nd Author's Name |
Toshihiko Yamasaki |
2nd Author's Affiliation |
The University of Tokyo (UT) |
3rd Author's Name |
Kiyoharu Aizawa |
3rd Author's Affiliation |
The University of Tokyo (UT) |
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Speaker |
Author-1 |
Date Time |
2015-03-04 11:20:00 |
Presentation Time |
20 minutes |
Registration for |
MVE |
Paper # |
IMQ2014-52, IE2014-113, MVE2014-100 |
Volume (vol) |
vol.114 |
Number (no) |
no.485(IMQ), no.486(IE), no.487(MVE) |
Page |
pp.123-124 |
#Pages |
2 |
Date of Issue |
2015-02-24 (IMQ, IE, MVE) |
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