| Presentation | 2019-06-17 Embedded AI implementation Tadaaki Shiraishi, Koji Kinoshita, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In order to realize CNN on edge terminals and realize inference processing such as image recognition, it is important to reduce power consumption and realize price reduction while maintaining processing speed and recognition accuracy. In this paper, we realized the weight reduction of CNN, implemented it in FPGA, and compared it with CPU and embedded system GPU, and report the result. When small-scale CNNs that recognize handwritten numbers were implemented on each device and compared, FPGA implementation was good in terms of price, power consumption, and processing speed. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | FPGA, / CNN / Weight Reduction / Edge Computing |
| Paper # | NC2019-10 |
| Date of Issue | 2019-06-10 (NC) |
| Conference Information | |
| Committee | NC / IBISML / IPSJ-MPS / IPSJ-BIO |
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| Conference Date | 2019/6/17(3days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Okinawa Institute of Science and Technology |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Neurocomputing, Machine Learning Approach to Biodata Mining, and General |
| Chair | Hayaru Shouno(UEC) / Hisashi Kashima(Kyoto Univ.) / Masakazu Sekijima(Tokyo Tech) / Hiroyuki Kurata(Kyutech) |
| Vice Chair | Kazuyuki Samejima(Tamagawa Univ) / Masashi Sugiyama(Univ. of Tokyo) / Koji Tsuda(Univ. of Tokyo) |
| Secretary | Kazuyuki Samejima(NAIST) / Masashi Sugiyama(NTT) / Koji Tsuda(Nagoya Inst. of Tech.) / (AIST) / (Nagoya Univ.) |
| Assistant | Takashi Shinozaki(NICT) / Ken Takiyama(TUAT) / Tomoharu Iwata(NTT) / Shigeyuki Oba(Kyoto Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Neurocomputing / Technical Committee on Infomation-Based Induction Sciences and Machine Learning / IPSJ Special Interest Group on Mathematical Modeling and Problem Solving / IPSJ Special Interest Group on Bioinformatics and Genomics |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Embedded AI implementation |
| Sub Title (in English) | |
| Keyword(1) | FPGA, |
| Keyword(2) | CNN |
| Keyword(3) | Weight Reduction |
| Keyword(4) | Edge Computing |
| 1st Author's Name | Tadaaki Shiraishi |
| 1st Author's Affiliation | Mitsubishi Electric Micro-Computer Application Software Co.,Ltd(MMS) |
| 2nd Author's Name | Koji Kinoshita |
| 2nd Author's Affiliation | Ehime University(Ehime Univ) |
| Date | 2019-06-17 |
| Paper # | NC2019-10 |
| Volume (vol) | vol.119 |
| Number (no) | NC-88 |
| Page | pp.pp.35-40(NC), |
| #Pages | 6 |
| Date of Issue | 2019-06-10 (NC) |