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Paper Abstract and Keywords
Presentation 2013-01-25 11:05
Dirichlet distribution Particle Filter for Posterior probability Smoothing -- Application for NBI Videoendoscopy --
Tsubasa Hirakawa, Toru Tamaki, Bisser Raytchev, Kazufumi Kaneda, Tetsushi Koide, Yoko Kominami, Rie Miyaki, Taiji Matsuo, Shigeto Yoshida, Shinji Tanaka (Hiroshima Univ.) MI2012-100
Abstract (in Japanese) (See Japanese page) 
(in English) In this paper, we propose the smoothing method for sequential data using Particle Filter, and apply to NBI video endoscopy. For early detection of colorectal cancer, the recognition technique using Bag--of--Features and SVM is proposed, and extended to NBI video. However, there is a problem that recognition results isn't stabilized because it recognizes independently with each frame. Therefore, we propose the smoothing method for sequential data using posterior probability of SVM with each frame to likelihood of Particle Filter. Experimental results using NBI video shows that we can get more stable results.
Keyword (in Japanese) (See Japanese page) 
(in English) NBI videoendoscopy / SVM / Bag--of--Visual Words / Dirichlet distribution / Particle Filter / / /  
Reference Info. IEICE Tech. Rep., vol. 112, no. 411, MI2012-100, pp. 201-206, Jan. 2013.
Paper # MI2012-100 
Date of Issue 2013-01-17 (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. (No. 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034)
Download PDF MI2012-100

Conference Information
Committee MI  
Conference Date 2013-01-24 - 2013-01-25 
Place (in Japanese) (See Japanese page) 
Place (in English) Bunka Tenbusu Kan 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Computational anatomy and its application to computer assisted diagnosis and therapy, etc 
Paper Information
Registration To MI 
Conference Code 2013-01-MI 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Dirichlet distribution Particle Filter for Posterior probability Smoothing 
Sub Title (in English) Application for NBI Videoendoscopy 
Keyword(1) NBI videoendoscopy  
Keyword(2) SVM  
Keyword(3) Bag--of--Visual Words  
Keyword(4) Dirichlet distribution  
Keyword(5) Particle Filter  
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Keyword(7)  
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1st Author's Name Tsubasa Hirakawa  
1st Author's Affiliation Hiroshima University (Hiroshima Univ.)
2nd Author's Name Toru Tamaki  
2nd Author's Affiliation Hiroshima University (Hiroshima Univ.)
3rd Author's Name Bisser Raytchev  
3rd Author's Affiliation Hiroshima University (Hiroshima Univ.)
4th Author's Name Kazufumi Kaneda  
4th Author's Affiliation Hiroshima University (Hiroshima Univ.)
5th Author's Name Tetsushi Koide  
5th Author's Affiliation Hiroshima University (Hiroshima Univ.)
6th Author's Name Yoko Kominami  
6th Author's Affiliation Hiroshima University (Hiroshima Univ.)
7th Author's Name Rie Miyaki  
7th Author's Affiliation Hiroshima University (Hiroshima Univ.)
8th Author's Name Taiji Matsuo  
8th Author's Affiliation Hiroshima University (Hiroshima Univ.)
9th Author's Name Shigeto Yoshida  
9th Author's Affiliation Hiroshima University (Hiroshima Univ.)
10th Author's Name Shinji Tanaka  
10th Author's Affiliation Hiroshima University (Hiroshima Univ.)
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Speaker
Date Time 2013-01-25 11:05:00 
Presentation Time 15 
Registration for MI 
Paper # IEICE-MI2012-100 
Volume (vol) IEICE-112 
Number (no) no.411 
Page pp.201-206 
#Pages IEICE-6 
Date of Issue IEICE-MI-2013-01-17 


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