| Paper Abstract and Keywords |
| 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) |
| 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. |
ITE Tech. Rep. |
| Paper # |
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| Download PDF |
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| Conference Information |
| Committee |
BCT IEICE-SIS |
| 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 |
IEICE-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) |
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| Keyword(1) |
Image Processing |
| Keyword(2) |
Human Recognition |
| Keyword(3) |
HOG |
| Keyword(4) |
MRCoHOG |
| Keyword(5) |
GMM-MRCoHOG |
| Keyword(6) |
FPGAs |
| Keyword(7) |
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| Keyword(8) |
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| 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 |
IEICE-SIS |
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| Volume (vol) |
vol.45 |
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