| Presentation | 2017-12-14 Ternary Nerural Network for IoT Application Yasuhiko Yoshida, Takayuki Kawahara, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Implementation of AI on the object side is now expected in the IoT field. Binary neural network that binarize input, output and learning data are attracted attention because they can realize highly efficient circuits, but problems remain in recognition accuracy and low versatility. In this research, we studied a ternary neural network using ternarization. It aimed at an inference chip with higher precision and smaller area than binarization. We tried to ternarize general learning data calculated with real numbers and examined implementation of FPGA. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Neural Network / IoT / Ternary / FPGA |
| Paper # | CAS2017-82,ICD2017-70,CPSY2017-79 |
| Date of Issue | 2017-12-07 (CAS, ICD, CPSY) |
| Conference Information | |
| Committee | ICD / CPSY / CAS |
|---|---|
| Conference Date | 2017/12/14(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Art Hotel Ishigakijima |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Hideto Hidaka(Renesas) / Koji Nakano(Hiroshima Univ.) / Mitsuru Hiraki(Renesas) |
| Vice Chair | Makoto Nagata(Kobe Univ.) / Hidetsugu Irie(Univ. of Tokyo) / Takashi Miyoshi(Fujitsu) / Hideaki Okazaki(Shonan Inst. of Tech.) |
| Secretary | Makoto Nagata(Univ. of Tokyo) / Hidetsugu Irie(Panasonic) / Takashi Miyoshi(Utsunomiya Univ.) / Hideaki Okazaki(Hokkaido Univ.) |
| Assistant | Masanori Natsui(Tohoku Univ.) / Masatoshi Tsuge(Socionext) / Hiroyuki Ito(Tokyo Inst. of Tech.) / Pham Konkuha(Univ. of Electro-Comm.) / Yasuaki Ito(Hiroshima Univ.) / Tomoaki Tsumura(Nagoya Inst. of Tech.) / Yohei Nakamura(Hitachi) |
| Paper Information | |
| Registration To | Technical Committee on Integrated Circuits and Devices / Technical Committee on Computer Systems / Technical Committee on Circuits and Systems |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Ternary Nerural Network for IoT Application |
| Sub Title (in English) | |
| Keyword(1) | Neural Network |
| Keyword(2) | IoT |
| Keyword(3) | Ternary |
| Keyword(4) | FPGA |
| 1st Author's Name | Yasuhiko Yoshida |
| 1st Author's Affiliation | Tokyo University of Science(Tokyo Univ. of Science) |
| 2nd Author's Name | Takayuki Kawahara |
| 2nd Author's Affiliation | Tokyo University of Science(Tokyo Univ. of Science) |
| Date | 2017-12-14 |
| Paper # | CAS2017-82,ICD2017-70,CPSY2017-79 |
| Volume (vol) | vol.117 |
| Number (no) | CAS-343,ICD-344,CPSY-345 |
| Page | pp.pp.93-93(CAS), pp.93-93(ICD), pp.93-93(CPSY), |
| #Pages | 1 |
| Date of Issue | 2017-12-07 (CAS, ICD, CPSY) |