| Presentation | 2019-12-20 A Study on Image Recognition Method by Edge Device Using Wireless Narrowband Telecommunications Natsumi Tani, Haruhisa Hasegawa, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | LPWA is expected to achieve IoT system which has many edge devices with low cost. It is also an important issue how to apply image recognition function using deep neural network (DNN) into IoT system. Since LPWA has very low transmission speed, it is impossible to transmit image data to the cloud from edge devices. Therefore, the image recognition function should be implemented in the edge devices. However, the edge devices does not have enough capability for image recognition. As the result, there occurs the problem that those devices are not able to process the image in real-time. In this paper, we proposed the buffer management scheme to reduce the problem. We also evaluated the scheme and how the number of DNN layers affect the performance. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Image Recognition / IoT / LPWA / Edge Computing / CNN |
| Paper # | IN2019-61 |
| Date of Issue | 2019-12-12 (IN) |
| Conference Information | |
| Committee | IN / IA |
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| Conference Date | 2019/12/19(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Satellite Campus Hiroshima |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Performance Analysis and Simulation, Robustness, Traffic and Throughput Measurement, Quality of Service (QoS) Control, Congestion Control, Overlay Network/P2P, IPv6, Multicast, Routing, DDoS, etc. |
| Chair | Takuji Kishida(NTT-AT) / Hiroyuki Osaki(Kwansei Gakuin Univ.) |
| Vice Chair | Kenji Ishida(Hiroshima City Univ.) / Rei Atarashi(IIJ) / Toru Kondo(Hiroshima Univ.) / Hiroshi Yamamoto(Ritsumeikan Univ.) |
| Secretary | Kenji Ishida(NTT Communications) / Rei Atarashi(NTT) / Toru Kondo(Hiroshima City Univ.) / Hiroshi Yamamoto(KDDI Research) |
| Assistant | / Kenji Ohira(Osaka Univ.) / Daiki Nobayashi(Kyushu Inst. of Tech.) / Ryohei Banno(Tokyo Inst. of Tech.) |
| Paper Information | |
| Registration To | Technical Committee on Information Networks / Technical Committee on Internet Architecture |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A Study on Image Recognition Method by Edge Device Using Wireless Narrowband Telecommunications |
| Sub Title (in English) | |
| Keyword(1) | Image Recognition |
| Keyword(2) | IoT |
| Keyword(3) | LPWA |
| Keyword(4) | Edge Computing |
| Keyword(5) | CNN |
| 1st Author's Name | Natsumi Tani |
| 1st Author's Affiliation | Japan Women's University(Japan Women's Univ.) |
| 2nd Author's Name | Haruhisa Hasegawa |
| 2nd Author's Affiliation | Japan Women's University(Japan Women's Univ.) |
| Date | 2019-12-20 |
| Paper # | IN2019-61 |
| Volume (vol) | vol.119 |
| Number (no) | IN-342 |
| Page | pp.pp.93-98(IN), |
| #Pages | 6 |
| Date of Issue | 2019-12-12 (IN) |