| IEICE Technical Committee Submission System Conference Paper's Information |
Online Proceedings [Sign in] Tech. Rep. Archives |
| Go Top Page | Go Previous | [Japanese] / [English] |
| Paper Abstract and Keywords | ||
| Presentation | 2017-12-15 14:55 LED array detection method using SVM for ITS image sensor visible light communication Masahiro Hori, Masayuki Kinoshita, Takaya Yamazato, Hiraku Okada, Toshiaki Fujii (Nagoya Univ.), Koji Kamakura (Chiba Inst. of Tech.), Tomohiro Yendo (Nagaoka Univ. of Sci.), Shintaro Arai (Okayama Univ. of Sci.)  WBS2017-79 ITS2017-56 RCC2017-95 |
|
| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | In this paper, we focus on an image sensor visible light communication (VLC) for Intelligent Transport System (ITS). In this system, a transmitter is an LED array, and a receiver is a high-speed camera. To receive VLC signals, it is necessary to specify the position of the LED array transmitter from captured images. Previous studies showed that the LED array has a high temporal gradient value and a low spatial gradient value, and proposed an LED array detection method using these features. However, the method has difficulty to distinguish between information-contained LED array transmitter and an artificial light source without information. Also, since the number of pixels corresponding to the non-LED array is much larger than that of the LED array, such data imbalance should be considered. Therefore, in this paper, to detect LED array more accurately, we performed undersampling based on the k-means method. Then, we propose an LED array detection method using SVM model from these data. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | Visible light communication / Image sensor communication / Image processing / Machine learning / Object detection / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 117, no. 347, ITS2017-56, pp. 251-255, Dec. 2017. | |
| Paper # | ITS2017-56 | |
| Date of Issue | 2017-12-07 (WBS, ITS, RCC) | |
| ISSN | Print edition: ISSN 0913-5685 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 | WBS2017-79 ITS2017-56 RCC2017-95 |
|
| Conference Information | |
| Committee | ITS WBS RCC |
| Conference Date | 2017-12-14 - 2017-12-15 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Tiruru/Okinawa Jichikaikan |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | ITS Communications, Reliable Communication and Control, Rader and Sensing, etc. |
| Paper Information | |
| Registration To | ITS |
| Conference Code | 2017-12-ITS-WBS-RCC |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | LED array detection method using SVM for ITS image sensor visible light communication |
| Sub Title (in English) | |
| Keyword(1) | Visible light communication |
| Keyword(2) | Image sensor communication |
| Keyword(3) | Image processing |
| Keyword(4) | Machine learning |
| Keyword(5) | Object detection |
| Keyword(6) | |
| Keyword(7) | |
| Keyword(8) | |
| 1st Author's Name | Masahiro Hori |
| 1st Author's Affiliation | Nagoya University (Nagoya Univ.) |
| 2nd Author's Name | Masayuki Kinoshita |
| 2nd Author's Affiliation | Nagoya University (Nagoya Univ.) |
| 3rd Author's Name | Takaya Yamazato |
| 3rd Author's Affiliation | Nagoya University (Nagoya Univ.) |
| 4th Author's Name | Hiraku Okada |
| 4th Author's Affiliation | Nagoya University (Nagoya Univ.) |
| 5th Author's Name | Toshiaki Fujii |
| 5th Author's Affiliation | Nagoya University (Nagoya Univ.) |
| 6th Author's Name | Koji Kamakura |
| 6th Author's Affiliation | Chiba Institute of Technology (Chiba Inst. of Tech.) |
| 7th Author's Name | Tomohiro Yendo |
| 7th Author's Affiliation | Nagaoka University of Science (Nagaoka Univ. of Sci.) |
| 8th Author's Name | Shintaro Arai |
| 8th Author's Affiliation | Okayama University of Science (Okayama Univ. of Sci.) |
| 9th Author's Name | |
| 9th Author's Affiliation | () |
| 10th Author's Name | |
| 10th Author's Affiliation | () |
| 11th Author's Name | |
| 11th Author's Affiliation | () |
| 12th Author's Name | |
| 12th Author's Affiliation | () |
| 13th Author's Name | |
| 13th Author's Affiliation | () |
| 14th Author's Name | |
| 14th Author's Affiliation | () |
| 15th Author's Name | |
| 15th Author's Affiliation | () |
| 16th Author's Name | |
| 16th Author's Affiliation | () |
| 17th Author's Name | |
| 17th Author's Affiliation | () |
| 18th Author's Name | |
| 18th Author's Affiliation | () |
| Speaker | 1 |
| Date Time | 2017-12-15 14:55:00 |
| Presentation Time | 25 |
| Registration for | ITS |
| Paper # | IEICE-WBS2017-79,IEICE-ITS2017-56,IEICE-RCC2017-95 |
| Volume (vol) | IEICE-117 |
| Number (no) | no.346(WBS), no.347(ITS), no.348(RCC) |
| Page | pp.251-255 |
| #Pages | IEICE-5 |
| Date of Issue | IEICE-WBS-2017-12-07,IEICE-ITS-2017-12-07,IEICE-RCC-2017-12-07 |
[Return to Top Page]