Paper Abstract and Keywords |
Presentation |
2015-12-03 10:10
High-level synthesis of an image-based human detection FPGA system with a machine learning technique Ryo Fujita, Masahito Oishi, Yoshiki Hayashida, Yuichiro Shibata, Kiyoshi Oguri (Nagasaki Univ.) RECONF2015-58 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In this paper, we discuss an FPGA implementation of image-based human detection system using histograms of oriented gradients (HOG) features and AdaBoost classifiers. We implemented two systems, one in register transfer level (RTL) and the other with high level synthesis (HLS), and compared required FPGA resources, performance and productivity. We used Verilog-HDL and MaxCompiler for RTL implementation and HLS implementation, respectively. We confirmed that HLS provided an easier way for design space exploration, while more effective resource sharing was achieved by RTL design. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
HOG / AdaBoost / FPGA / high level synthesis / human detection / / / |
Reference Info. |
IEICE Tech. Rep., vol. 115, no. 343, RECONF2015-58, pp. 57-62, Dec. 2015. |
Paper # |
RECONF2015-58 |
Date of Issue |
2015-11-24 (RECONF) |
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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RECONF2015-58 |
Conference Information |
Committee |
VLD DC IPSJ-SLDM CPSY RECONF ICD CPM |
Conference Date |
2015-12-01 - 2015-12-03 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Nagasaki Kinro Fukushi Kaikan |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Design Gaia 2015 -New Field of VLSI Design- |
Paper Information |
Registration To |
RECONF |
Conference Code |
2015-12-VLD-DC-SLDM-CPSY-RECONF-ICD-CPM |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
High-level synthesis of an image-based human detection FPGA system with a machine learning technique |
Sub Title (in English) |
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Keyword(1) |
HOG |
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AdaBoost |
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FPGA |
Keyword(4) |
high level synthesis |
Keyword(5) |
human detection |
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1st Author's Name |
Ryo Fujita |
1st Author's Affiliation |
Nagasaki University (Nagasaki Univ.) |
2nd Author's Name |
Masahito Oishi |
2nd Author's Affiliation |
Nagasaki University (Nagasaki Univ.) |
3rd Author's Name |
Yoshiki Hayashida |
3rd Author's Affiliation |
Nagasaki University (Nagasaki Univ.) |
4th Author's Name |
Yuichiro Shibata |
4th Author's Affiliation |
Nagasaki University (Nagasaki Univ.) |
5th Author's Name |
Kiyoshi Oguri |
5th Author's Affiliation |
Nagasaki University (Nagasaki Univ.) |
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Speaker |
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Date Time |
2015-12-03 10:10:00 |
Presentation Time |
25 minutes |
Registration for |
RECONF |
Paper # |
RECONF2015-58 |
Volume (vol) |
vol.115 |
Number (no) |
no.343 |
Page |
pp.57-62 |
#Pages |
6 |
Date of Issue |
2015-11-24 (RECONF) |
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