| Presentation | 2015-12-03 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, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(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) |
| Keyword(in English) | HOG / AdaBoost / FPGA / high level synthesis / human detection |
| Paper # | RECONF2015-58 |
| Date of Issue | 2015-11-24 (RECONF) |
| Conference Information | |
| Committee | VLD / DC / IPSJ-SLDM / CPSY / RECONF / ICD / CPM |
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| Conference Date | 2015/12/1(3days) |
| 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- |
| Chair | Yusuke Matsunaga(Kyushu Univ.) / Nobuyasu Kanekawa(Hitachi) / Masahiro Fukui(Ritsumeikan Univ.) / Yasuhiko Nakashima(NAIST) / Minoru Watanabe(Shizuoka Univ.) / Minoru Fujishima(Hiroshima Univ.) / Satoru Noge(Numazu National College of Tech.) |
| Vice Chair | Takashi Takenana(NEC) / Michiko Inoue(NAIST) / / Koji Nakano(Hiroshima Univ.) / Hidetsugu Irie(Univ. of Tokyo) / Masato Motomura(Hokkaido Univ.) / Yuichiro Shibata(Nagasaki Univ.) / Hideto Hidaka(Renesas) / Fumihiko Hirose(Yamagata Univ.) |
| Secretary | Takashi Takenana(Ritsumeikan Univ.) / Michiko Inoue(Fujitsu Labs.) / (RTRI) / Koji Nakano(Kyoto Sangyo Univ.) / Hidetsugu Irie(Sharp) / Masato Motomura(Kitakyushu City Univ.) / Yuichiro Shibata(Toshiba) / Hideto Hidaka(Fujitsu Labs.) / Fumihiko Hirose(NII) |
| Assistant | Ittetsu Taniguchi(Ritsumeikan Univ.) / / / Shinya Takameda(NAIST) / Takeshi Ohkawa(Utsunomiya Univ.) / Kazuya Tanikagawa(Hiroshima City Univ.) / Takefumi Miyoshi(e-trees.Japan) / Makoto Takamiya(Univ. of Tokyo) / Hiroe Iwasaki(NTT) / Takashi Hashimoto(Panasonic) / Hiroyuki Ito(Tokyo Inst. of Tech.) / Pham Konkuha(Univ. of Electro-Comm.) / Takashi Sakamoto(NTT) / Yuichi Nakamura(Toyohashi Univ. of Tech.) |
| Paper Information | |
| Registration To | Technical Committee on VLSI Design Technologies / Technical Committee on Dependable Computing / Special Interest Group on System and LSI Design Methodology / Technical Committee on Computer Systems / Technical Committee on Reconfigurable Systems / Technical Committee on Integrated Circuits and Devices / Technical Committee on Component Parts and Materials |
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| Language | JPN |
| 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) | |
| Keyword(1) | HOG |
| Keyword(2) | AdaBoost |
| Keyword(3) | FPGA |
| Keyword(4) | high level synthesis |
| Keyword(5) | human detection |
| 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.) |
| Date | 2015-12-03 |
| Paper # | RECONF2015-58 |
| Volume (vol) | vol.115 |
| Number (no) | RECONF-343 |
| Page | pp.pp.57-62(RECONF), |
| #Pages | 6 |
| Date of Issue | 2015-11-24 (RECONF) |