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Paper Abstract and Keywords
Presentation 2009-10-16 10:40
Extraction of Smoke Region Based on Texture Features and its Time Series Properties
Akihiro Nakamura, Hidenori Maruta, Fujio Kurokawa (Nagasaki Univ.) SIP2009-68 IE2009-93
Abstract (in Japanese) (See Japanese page) 
(in English) To build and maintain safer infrastructure, early and certain fire detection is one of the important issue. Especially, it becomes an urgent problem in large facilities like ports, factories and power plants, due to its large effect to surrounding areas. In this study, we propose a novel smoke detection method based on image information. Smoke is consider a moving objects, so firstly we extract moving objects of input images as smoke candidate regions. Because smoke has a characteristic pattern as image information, we treat smoke patterns as textures. Here we use texture analysis to extract feature vectors of images. To classify extracted moving objects are smoke or non–smoke, we use support vector machine(SVM) with texture features as input features. Extraction of moving objects are sometimes easily affected by environmental conditions. So we accumulate the result of the classification with SVM about time to obtain accurate extraction results of smoke regions.
Keyword (in Japanese) (See Japanese page) 
(in English) Smoke detection / Texture feature / Support vector machine / / / / /  
Reference Info. IEICE Tech. Rep., vol. 109, no. 227, IE2009-93, pp. 71-76, Oct. 2009.
Paper # IE2009-93 
Date of Issue 2009-10-08 (SIP, IE) 
ISSN Print edition: ISSN 0913-5685    Online edition: ISSN 2432-6380
Copyright
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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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Conference Information
Committee SIP IE IPSJ-SLDM  
Conference Date 2009-10-15 - 2009-10-16 
Place (in Japanese) (See Japanese page) 
Place (in English) Awara Onsen "Matsuya Sensen" 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Processor, DSP, image processing, etc. 
Paper Information
Registration To IE 
Conference Code 2009-10-SIP-IE-SLDM 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Extraction of Smoke Region Based on Texture Features and its Time Series Properties 
Sub Title (in English)  
Keyword(1) Smoke detection  
Keyword(2) Texture feature  
Keyword(3) Support vector machine  
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1st Author's Name Akihiro Nakamura  
1st Author's Affiliation Nagasaki University (Nagasaki Univ.)
2nd Author's Name Hidenori Maruta  
2nd Author's Affiliation Nagasaki University (Nagasaki Univ.)
3rd Author's Name Fujio Kurokawa  
3rd Author's Affiliation Nagasaki University (Nagasaki Univ.)
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Speaker Author-1 
Date Time 2009-10-16 10:40:00 
Presentation Time 20 minutes 
Registration for IE 
Paper # SIP2009-68, IE2009-93 
Volume (vol) vol.109 
Number (no) no.226(SIP), no.227(IE) 
Page pp.71-76 
#Pages
Date of Issue 2009-10-08 (SIP, IE) 


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