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Paper Abstract and Keywords
Presentation 2014-06-25 17:00
Implementation of Deep Neural Network on Image Classification
Rui Zhong, Taro Tezuka (Univ. of Tsukuba) NC2014-3 IBISML2014-3
Abstract (in Japanese) (See Japanese page) 
(in English) In this research we implemented a scalable deep convolutional neural network based on GPU accelerating techniques, optimized the network architecture on GPU architecutre and reduced the training time by organizing device memory to taking advantages of parallel memory access. We adopted back propagation with limited kernel functions to get higher efficiency. Also we experiment on how learning rate parameters effect the deep network. Experiments on all cases of MNIST training and testing takes less than 15 minutes with an acceptable recognition rate.
Keyword (in Japanese) (See Japanese page) 
(in English) Deep Learning / Convolutional Neural Network / CUDA / GPGPU / / / /  
Reference Info. IEICE Tech. Rep., vol. 114, no. 105, IBISML2014-3, pp. 33-39, June 2014.
Paper # IBISML2014-3 
Date of Issue 2014-06-18 (NC, IBISML) 
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)
Download PDF NC2014-3 IBISML2014-3

Conference Information
Committee NC IPSJ-BIO IBISML IPSJ-MPS  
Conference Date 2014-06-25 - 2014-06-27 
Place (in Japanese) (See Japanese page) 
Place (in English) Okinawa Institute of Science and Technology 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Machine Learning Approach to Biodata Mining, and General 
Paper Information
Registration To IBISML 
Conference Code 2014-06-NC-BIO-IBISML-MPS 
Language English 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Implementation of Deep Neural Network on Image Classification 
Sub Title (in English)  
Keyword(1) Deep Learning  
Keyword(2) Convolutional Neural Network  
Keyword(3) CUDA  
Keyword(4) GPGPU  
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1st Author's Name Rui Zhong  
1st Author's Affiliation University of Tsukuba (Univ. of Tsukuba)
2nd Author's Name Taro Tezuka  
2nd Author's Affiliation University of Tsukuba (Univ. of Tsukuba)
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Speaker Author-1 
Date Time 2014-06-25 17:00:00 
Presentation Time 25 minutes 
Registration for IBISML 
Paper # NC2014-3, IBISML2014-3 
Volume (vol) vol.114 
Number (no) no.104(NC), no.105(IBISML) 
Page pp.33-39 
#Pages 7 
Date of Issue 2014-06-18 (NC, IBISML) 

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