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Paper Abstract and Keywords
Presentation 2010-03-02 13:45
[Poster Presentation] Cigarette Smoke Detection Using Feature Values Based on The Kernel LMS Algorithm
Kentaro Iwamoto, Toshihisa Tanaka (Tokyo Univ. of Agr and Tech.) CAS2009-125 SIP2009-170 CS2009-120
Abstract (in Japanese) (See Japanese page) 
(in English) We study feature values for the detection of smoke using image recognition.
In this paper, we propose to carry out the modeling of the pixel for prediction with a time image sqeuqnce by non-linear weighted sum of neighboring pixels and prediction coefficients.
In the update of the prediction coefficients in this model for this modeling, we show that there is difference between smoke and other objects in behavior of prediction coefficients.
We apply these observation as feature values to the smoke dection.
Then, by simulation, we show a difference between smoke and other objects in terms of the variation of the prediction coefficients.
In addition, we find the best combination of these feature values.
Keyword (in Japanese) (See Japanese page) 
(in English) image recognition / adaptive algorithm / machine learning / feature selection / / / /  
Reference Info. IEICE Tech. Rep., vol. 109, no. 435, SIP2009-170, pp. 247-248, March 2010.
Paper # SIP2009-170 
Date of Issue 2010-02-22 (CAS, SIP, CS) 
ISSN Print edition: ISSN 0913-5685    Online edition: ISSN 2432-6380
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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 CAS2009-125 SIP2009-170 CS2009-120

Conference Information
Committee SIP CAS CS  
Conference Date 2010-03-01 - 2010-03-02 
Place (in Japanese) (See Japanese page) 
Place (in English) Hotel Breeze Bay Marina, Miyakojima 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Signal processing for networking and communications, and others 
Paper Information
Registration To SIP 
Conference Code 2010-03-SIP-CAS-CS 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Cigarette Smoke Detection Using Feature Values Based on The Kernel LMS Algorithm 
Sub Title (in English)  
Keyword(1) image recognition  
Keyword(2) adaptive algorithm  
Keyword(3) machine learning  
Keyword(4) feature selection  
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1st Author's Name Kentaro Iwamoto  
1st Author's Affiliation Tokyo University of Agriculture and Technology (Tokyo Univ. of Agr and Tech.)
2nd Author's Name Toshihisa Tanaka  
2nd Author's Affiliation Tokyo University of Agriculture and Technology (Tokyo Univ. of Agr and Tech.)
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Speaker Author-1 
Date Time 2010-03-02 13:45:00 
Presentation Time 60 minutes 
Registration for SIP 
Paper # CAS2009-125, SIP2009-170, CS2009-120 
Volume (vol) vol.109 
Number (no) no.434(CAS), no.435(SIP), no.436(CS) 
Page pp.247-248 
#Pages
Date of Issue 2010-02-22 (CAS, SIP, CS) 


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