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 |
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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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) |
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Keyword(1) |
image recognition |
Keyword(2) |
adaptive algorithm |
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machine learning |
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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 |
2 |
Date of Issue |
2010-02-22 (CAS, SIP, CS) |
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