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Paper Abstract and Keywords
Presentation 2011-02-18 14:00
Negative Selection for High Dimensional Feature in Video Retrieval with Query-by-Example Method
Yuta Matsuoka, Kimiaki Shirahama, Kuniaki Uehara (Kobe Univ.) PRMU2010-227
Abstract (in Japanese) (See Japanese page) 
(in English) The query-by-example approach can be considered as partially supervised learning, where a retrieval model for a query is extrated by using positive examples provided by a user and unlabeled examples. For accurate retrieval, it is crucial how to select negative examples from unlabeled examples. We select negative examples which are highly similar to positive examples, because they are useful for defining the boundary between relevant and irrelevant shots. Such negative examples are selected by iteratively building SVMs, which are used to examine whether unlabeled examples are dissimilar to positive examples. The proposed method is tested on TRECVID 2009 video data.
Keyword (in Japanese) (See Japanese page) 
(in English) Query by examples / partially supervised learning / negative selection / TRECVID / / / /  
Reference Info. IEICE Tech. Rep., vol. 110, no. 414, PRMU2010-227, pp. 123-128, Feb. 2011.
Paper # PRMU2010-227 
Date of Issue 2011-02-10 (PRMU) 
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 PRMU2010-227

Conference Information
Committee PRMU  
Conference Date 2011-02-17 - 2011-02-18 
Place (in Japanese) (See Japanese page) 
Place (in English)  
Topics (in Japanese) (See Japanese page) 
Topics (in English)  
Paper Information
Registration To PRMU 
Conference Code 2011-02-PRMU 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Negative Selection for High Dimensional Feature in Video Retrieval with Query-by-Example Method 
Sub Title (in English)  
Keyword(1) Query by examples  
Keyword(2) partially supervised learning  
Keyword(3) negative selection  
Keyword(4) TRECVID  
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1st Author's Name Yuta Matsuoka  
1st Author's Affiliation Kobe University (Kobe Univ.)
2nd Author's Name Kimiaki Shirahama  
2nd Author's Affiliation Kobe University (Kobe Univ.)
3rd Author's Name Kuniaki Uehara  
3rd Author's Affiliation Kobe University (Kobe Univ.)
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Speaker Author-1 
Date Time 2011-02-18 14:00:00 
Presentation Time 30 minutes 
Registration for PRMU 
Paper # PRMU2010-227 
Volume (vol) vol.110 
Number (no) no.414 
Page pp.123-128 
#Pages 6 
Date of Issue 2011-02-10 (PRMU) 

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