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Paper Abstract and Keywords
Presentation 2019-06-17 16:45
Embedded AI implementation
Tadaaki Shiraishi (MMS), Koji Kinoshita (Ehime Univ) NC2019-10
Abstract (in Japanese) (See Japanese page) 
(in English) In order to realize CNN on edge terminals and realize inference processing such as image recognition, it is important to reduce power consumption and realize price reduction while maintaining processing speed and recognition accuracy. In this paper, we realized the weight reduction of CNN, implemented it in FPGA, and compared it with CPU and embedded system GPU, and report the result. When small-scale CNNs that recognize handwritten numbers were implemented on each device and compared, FPGA implementation was good in terms of price, power consumption, and processing speed.
Keyword (in Japanese) (See Japanese page) 
(in English) FPGA, / CNN / Weight Reduction / Edge Computing / / / /  
Reference Info. IEICE Tech. Rep., vol. 119, no. 88, NC2019-10, pp. 35-40, June 2019.
Paper # NC2019-10 
Date of Issue 2019-06-10 (NC) 
ISSN 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 NC2019-10

Conference Information
Committee NC IBISML IPSJ-MPS IPSJ-BIO  
Conference Date 2019-06-17 - 2019-06-19 
Place (in Japanese) (See Japanese page) 
Place (in English) Okinawa Institute of Science and Technology 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Neurocomputing, Machine Learning Approach to Biodata Mining, and General 
Paper Information
Registration To NC 
Conference Code 2019-06-NC-IBISML-MPS-BIO 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Embedded AI implementation 
Sub Title (in English)  
Keyword(1) FPGA,  
Keyword(2) CNN  
Keyword(3) Weight Reduction  
Keyword(4) Edge Computing  
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1st Author's Name Tadaaki Shiraishi  
1st Author's Affiliation Mitsubishi Electric Micro-Computer Application Software Co.,Ltd (MMS)
2nd Author's Name Koji Kinoshita  
2nd Author's Affiliation Ehime University (Ehime Univ)
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Speaker Author-1 
Date Time 2019-06-17 16:45:00 
Presentation Time 25 minutes 
Registration for NC 
Paper # NC2019-10 
Volume (vol) vol.119 
Number (no) no.88 
Page pp.35-40 
#Pages 6 
Date of Issue 2019-06-10 (NC) 

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