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Paper Abstract and Keywords
Presentation 2010-08-03 14:10
Optimization of the weight matrix of Pulse Coupled Neural Networks for image recognition
Masato Yonekawa, Hiroaki Kurokawa (Tokyo Univ. of Tech.) CAS2010-61 NLP2010-77
Abstract (in Japanese) (See Japanese page) 
(in English) The Pulse Coupled Neural Network (PCNN) is a simulation model of neurons' synchronization phenomena in visual cortex.Neurons in the PCNN output various firing pattern consisted of pulses affected by external input and connected neurons.The PCNN had been applied to image processing.The image recognition using the PCNN-Icon is one of the image processing method using the PCNN.The PCNN-Icon is time series of the number of firing neurons.The image recognition using PCNN-Icon need to optimize parameters of the PCNN.We had proposed optimization parameters of the PCNN using genetic algorithm(GA).However,weight matrix of the PCNN has not been optimized.In this study,we propose method using GA to optimize weight matrix of the PCNN for image recognition.Simulation results show that the optimization of weight matrix of the PCNN for image recognition is successful.
Keyword (in Japanese) (See Japanese page) 
(in English) Pulse Coupled Neural Network / Genetic Algorithm / image recognition / / / / /  
Reference Info. IEICE Tech. Rep., vol. 110, no. 166, NLP2010-77, pp. 153-158, Aug. 2010.
Paper # NLP2010-77 
Date of Issue 2010-07-26 (CAS, NLP) 
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)
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Conference Information
Committee NLP CAS  
Conference Date 2010-08-02 - 2010-08-03 
Place (in Japanese) (See Japanese page) 
Place (in English) Naruto University of Education 
Topics (in Japanese) (See Japanese page) 
Topics (in English) General 
Paper Information
Registration To NLP 
Conference Code 2010-08-NLP-CAS 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Optimization of the weight matrix of Pulse Coupled Neural Networks for image recognition 
Sub Title (in English)  
Keyword(1) Pulse Coupled Neural Network  
Keyword(2) Genetic Algorithm  
Keyword(3) image recognition  
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1st Author's Name Masato Yonekawa  
1st Author's Affiliation Tokyo University of Technology (Tokyo Univ. of Tech.)
2nd Author's Name Hiroaki Kurokawa  
2nd Author's Affiliation Tokyo University of Technology (Tokyo Univ. of Tech.)
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Speaker Author-1 
Date Time 2010-08-03 14:10:00 
Presentation Time 25 minutes 
Registration for NLP 
Paper # CAS2010-61, NLP2010-77 
Volume (vol) vol.110 
Number (no) no.165(CAS), no.166(NLP) 
Page pp.153-158 
#Pages
Date of Issue 2010-07-26 (CAS, NLP) 


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