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| Presentation | 2021-10-08 11:10 A Hardware-Oriented Algorithm for Person Recognition Processing using GMM-MRCoHOG features Ryogo Takemoto, Yuya Nagamine, Kazuki Yoshihiro (Kyutech), Masatoshi Shibata, Hideo Yamada (AISIN), Shuichi Enokida, Hakaru Tamukoh (Kyutech)  SIS2021-19 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | In this research, we focus on Gaussian Mixture Model-MultiResolution Co-occurrence Histograms of Oriented Gradients (GMM-MRCoHOG) using luminance gradients and develop a hardware-oriented algorithm to implement it on field programmable gate arrays (FPGAs). In the proposed method, the calculation of luminance gradient in 36 directions, which is a high-cost operation in the conventional method, is simplified by using lookup tables (LUTs) to reduce the circuit size and this method improve the accuracy. Additionally, we design a human recognition architecture using the proposed algorithm. As a result of the verification, the processing speed was about 123 times faster than that of the FPGAs implementation of VGG-16. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | Image Processing / Human Recognition / HOG / MRCoHOG / GMM-MRCoHOG / FPGAs / / | |
| Reference Info. | IEICE Tech. Rep., vol. 121, no. 190, SIS2021-19, pp. 48-53, Oct. 2021. | |
| Paper # | SIS2021-19 | |
| Date of Issue | 2021-09-30 (SIS) | |
| 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 | SIS2021-19 |
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| Conference Information | |
| Committee | SIS ITE-BCT |
| Conference Date | 2021-10-07 - 2021-10-08 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | System Implementation Technology, Short Range Wireless Systems, Smart Multimedia Systems, Broadcasting Technology, etc. |
| Paper Information | |
| Registration To | SIS |
| Conference Code | 2021-10-SIS-BCT |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A Hardware-Oriented Algorithm for Person Recognition Processing using GMM-MRCoHOG features |
| Sub Title (in English) | |
| Keyword(1) | Image Processing |
| Keyword(2) | Human Recognition |
| Keyword(3) | HOG |
| Keyword(4) | MRCoHOG |
| Keyword(5) | GMM-MRCoHOG |
| Keyword(6) | FPGAs |
| Keyword(7) | |
| Keyword(8) | |
| 1st Author's Name | Ryogo Takemoto |
| 1st Author's Affiliation | Kyushu Institute of Technology (Kyutech) |
| 2nd Author's Name | Yuya Nagamine |
| 2nd Author's Affiliation | Kyushu Institute of Technology (Kyutech) |
| 3rd Author's Name | Kazuki Yoshihiro |
| 3rd Author's Affiliation | Kyushu Institute of Technology (Kyutech) |
| 4th Author's Name | Masatoshi Shibata |
| 4th Author's Affiliation | AISIN CORPORATION (AISIN) |
| 5th Author's Name | Hideo Yamada |
| 5th Author's Affiliation | AISIN CORPORATION (AISIN) |
| 6th Author's Name | Shuichi Enokida |
| 6th Author's Affiliation | Kyushu Institute of Technology (Kyutech) |
| 7th Author's Name | Hakaru Tamukoh |
| 7th Author's Affiliation | Kyushu Institute of Technology (Kyutech) |
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| Speaker | Author-1 |
| Date Time | 2021-10-08 11:10:00 |
| Presentation Time | 20 minutes |
| Registration for | SIS |
| Paper # | SIS2021-19 |
| Volume (vol) | vol.121 |
| Number (no) | no.190 |
| Page | pp.48-53 |
| #Pages | 6 |
| Date of Issue | 2021-09-30 (SIS) |
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