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| Presentation | 2019-12-20 14:50 A Study on Image Recognition Method by Edge Device Using Wireless Narrowband Telecommunications Natsumi Tani, Haruhisa Hasegawa (Japan Women's Univ.)  IN2019-61 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (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) |
| (in English) | Image Recognition / IoT / LPWA / Edge Computing / CNN / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 119, no. 342, IN2019-61, pp. 93-98, Dec. 2019. | |
| Paper # | IN2019-61 | |
| Date of Issue | 2019-12-12 (IN) | |
| ISSN | Online edition: ISSN 2432-6380 | |
| Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) | |
| Download PDF | IN2019-61 |
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| Conference Information | |
| Committee | IN IA |
| Conference Date | 2019-12-19 - 2019-12-20 |
| 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. |
| Paper Information | |
| Registration To | IN |
| Conference Code | 2019-12-IN-IA |
| Language | Japanese |
| 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 |
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| Keyword(8) | |
| 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.) |
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| Speaker | Author-1 |
| Date Time | 2019-12-20 14:50:00 |
| Presentation Time | 25 minutes |
| Registration for | IN |
| Paper # | IN2019-61 |
| Volume (vol) | vol.119 |
| Number (no) | no.342 |
| Page | pp.93-98 |
| #Pages | 6 |
| Date of Issue | 2019-12-12 (IN) |
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