| Presentation | 2021-10-08 A Hardware-Oriented Algorithm for Person Recognition Processing using GMM-MRCoHOG features Ryogo Takemoto, Yuya Nagamine, Kazuki Yoshihiro, Masatoshi Shibata, Hideo Yamada, Shuichi Enokida, Hakaru Tamukoh, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(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) |
| Keyword(in English) | Image Processing / Human Recognition / HOG / MRCoHOG / GMM-MRCoHOG / FPGAs |
| Paper # | SIS2021-19 |
| Date of Issue | 2021-09-30 (SIS) |
| Conference Information | |
| Committee | SIS / ITE-BCT |
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| Conference Date | 2021/10/7(2days) |
| 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. |
| Chair | Noriaki Suetake(Yamaguchi Univ.) / Kyoichi Saito(NHK) |
| Vice Chair | Tomoaki Kimura(Kanagawa Inst. of Tech.) / Naoto Sasaoka(Tottori Univ.) / Hidekazu Murata(Kyoto Univ.) / Hajime Saito(TV Tokyo) |
| Secretary | Tomoaki Kimura(National Inst. of Tech., Ube College) / Naoto Sasaoka(NTT) / Hidekazu Murata(NHK) / Hajime Saito(TV Asahi) |
| Assistant | Soh Yoshida(Kansai Univ.) / Yoshiaki Makabe(Kanagawa Inst. of Tech.) / Hiroshi Tsutsui(Hokkaido Univ.) / Akihiro Tanabe(NTT) / Toshimitsu Kobayashi(NBN) |
| Paper Information | |
| Registration To | Technical Committee on Smart Info-Media Systems / Technical Group on Broadcasting and Communication Technologies |
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| Language | JPN |
| 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 |
| 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) |
| Date | 2021-10-08 |
| Paper # | SIS2021-19 |
| Volume (vol) | vol.121 |
| Number (no) | SIS-190 |
| Page | pp.pp.48-53(SIS), |
| #Pages | 6 |
| Date of Issue | 2021-09-30 (SIS) |