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Paper Abstract and Keywords
Presentation 2020-11-17 10:45
Implementation of YOLO in the AI accelerator ReNA
Toma Uemura, Yasuhiro Nakahara, Motoki Amagasaki, Masato Kiyama, Masahiro Iida (Kumamoto Univ.) VLD2020-22 ICD2020-42 DC2020-42 RECONF2020-41
Abstract (in Japanese) (See Japanese page) 
(in English) The object detection，which is a typical AI process，has been attracting attention in various fields because it can identify objects in images and videos with high accuracy．In this paper，we propose an AI chip that can implement various DNN models including YOLO v3，which is a typical object detection model，by improving ReNA，which has been developed in our laboratory．We developed a tool to simulate the processing speed and power consumption of the chip，and evaluated it using the simulator.
Keyword (in Japanese) (See Japanese page) 
(in English) Deep Learning / Convolutional Neural Network / AI Chip / AI Edge Computing / / / /  
Reference Info. IEICE Tech. Rep., vol. 120, no. 234, VLD2020-22, pp. 66-71, Nov. 2020.
Paper # VLD2020-22 
Date of Issue 2020-11-10 (VLD, ICD, DC, RECONF) 
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 VLD2020-22 ICD2020-42 DC2020-42 RECONF2020-41

Conference Information
Committee VLD DC RECONF ICD IPSJ-SLDM  
Conference Date 2020-11-17 - 2020-11-18 
Place (in Japanese) (See Japanese page) 
Place (in English) Online 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Design Gaia 2020 -New Field of VLSI Design- 
Paper Information
Registration To VLD 
Conference Code 2020-11-VLD-DC-RECONF-ICD-SLDM 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Implementation of YOLO in the AI accelerator ReNA 
Sub Title (in English)  
Keyword(1) Deep Learning  
Keyword(2) Convolutional Neural Network  
Keyword(3) AI Chip  
Keyword(4) AI Edge Computing  
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1st Author's Name Toma Uemura  
1st Author's Affiliation Graduate School of Science and Technology, Kumamoto University (Kumamoto Univ.)
2nd Author's Name Yasuhiro Nakahara  
2nd Author's Affiliation Graduate School of Science and Technology, Kumamoto University (Kumamoto Univ.)
3rd Author's Name Motoki Amagasaki  
3rd Author's Affiliation Faculty of Advanced Science and Technology, Kumamoto University (Kumamoto Univ.)
4th Author's Name Masato Kiyama  
4th Author's Affiliation Faculty of Advanced Science and Technology, Kumamoto University (Kumamoto Univ.)
5th Author's Name Masahiro Iida  
5th Author's Affiliation Faculty of Advanced Science and Technology, Kumamoto University (Kumamoto Univ.)
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Speaker Author-1 
Date Time 2020-11-17 10:45:00 
Presentation Time 25 minutes 
Registration for VLD 
Paper # VLD2020-22, ICD2020-42, DC2020-42, RECONF2020-41 
Volume (vol) vol.120 
Number (no) no.234(VLD), no.235(ICD), no.236(DC), no.237(RECONF) 
Page pp.66-71 
#Pages 6 
Date of Issue 2020-11-10 (VLD, ICD, DC, RECONF) 

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