| Presentation | 2018-07-12 [Poster Presentation] Detection of Visible Light Communication Transmitter by Machine Learning using Time Gradient Feature Masahiro Hori, Masayuki Kinoshita, Takaya Yamazato, Hiraku Okada, Toshiaki Fujii, Koji Kamakura, Tomohiro Yendo, Shintaro Arai, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this paper, we focus on an image sensor visible light communication (VLC) for Intelligent Transport System (ITS). In this system, the transmitter is an LED array, and the receiver is a high-speed image sensor. To receive VLC signals, it is necessary to specify the position of the LED array transmitter from captured images. Previous studies showed that the transmitter has high time gradient values and low spatial gradient values, and proposed a transmitter detection method using these features. In this paper, we focus on time gradient periodicity, and use frequency component in addition to time gradient value and spatial gradient value. Then, we propose a transmitter detection method by machine learning with these features. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Visible light communication (VLC) / Image sensor communication (ISC) / Image processing / Machine learning / Object detection |
| Paper # | RCC2018-36,NS2018-49,RCS2018-94,SR2018-33,ASN2018-30 |
| Date of Issue | 2018-07-04 (RCC, NS, RCS, SR, ASN) |
| Conference Information | |
| Committee | ASN / NS / RCS / SR / RCC |
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| Conference Date | 2018/7/11(3days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Hakodate Arena |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Wireless Distributed Network, Machine Learning and AI for Wireless Communications and Networks, M2M (Machine-to-Machine), D2D (Device-to-Device), IoT（Internet of Things）, etc. |
| Chair | Hiraku Okada(Nagoya Univ.) / Yoshikatsu Okazaki(NTT) / Tomoaki Otsuki(Keio Univ.) / Kenta Umebayashi(Tokyo Univ. of Agric. and Tech.) / Kazunori Hayashi(Osaka City Univ.) |
| Vice Chair | Koji Yamamoto(Kyoto Univ.) / Jin Nakazawa(Keio Univ.) / Kazuya Monden(Hitachi) / Akihiro Nakao(Univ. of Tokyo) / Eisuke Fukuda(Fujitsu Labs.) / Satoshi Suyama(NTT DoCoMo) / Fumiaki Maehara(Waseda Univ.) / Masayuki Ariyoshi(NEC) / Suguru Kameda(Tohoku Univ.) / Shunichi Azuma(Nagoya Univ.) / HUAN-BANG LI(NICT) |
| Secretary | Koji Yamamoto(NICT) / Jin Nakazawa(Sophia Univ.) / Kazuya Monden(Kanagawa Inst. of Tech.) / Akihiro Nakao(NTT) / Eisuke Fukuda(Osaka Pref Univ.) / Satoshi Suyama(Hokkaido Univ.) / Fumiaki Maehara(NTT) / Masayuki Ariyoshi(NICT) / Suguru Kameda(ATR) / Shunichi Azuma(Univ. of Electro-Comm.) / HUAN-BANG LI(Kagawa Univ.) |
| Assistant | Masafumi Hashimoto(Osaka Univ.) / Tomoyuki Ota(Hiroshima City Univ.) / Tatsuya Kikuzuki(Fujitu Lab.) / Ryo Nakano(HITACHI) / Yoshifumi Hotta(Mitsubishi Electric) / Kenichi Kashibuchi(NTT) / Kazushi Muraoka(NTT DOCOMO) / Shinsuke Ibi(Osaka Univ.) / Hiroshi Nishimoto(Mitsubishi Electric) / Koichi Adachi(Univ. of Electro-Comm.) / Osamu Nakamura(Sharp) / Gia Khanh Tran(Tokyo Inst. of Tech.) / Syusuke Narieda(Mie Univ.) / Koji Ohshima(Kozo Keikaku Engineering) / Mai Ohta(Fukuoka Univ.) / Teppei Oyama(Fujitsu Lab.) / Toshinori Kagawa(NICT) / Masateru Ogura(NAIST) |
| Paper Information | |
| Registration To | Technical Committee on Ambient intelligence and Sensor Networks / Technical Committee on Network Systems / Technical Committee on Radio Communication Systems / Technical Committee on Smart Radio / Technical Committee on Reliable Communication and Control |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | [Poster Presentation] Detection of Visible Light Communication Transmitter by Machine Learning using Time Gradient Feature |
| Sub Title (in English) | |
| Keyword(1) | Visible light communication (VLC) |
| Keyword(2) | Image sensor communication (ISC) |
| Keyword(3) | Image processing |
| Keyword(4) | Machine learning |
| Keyword(5) | Object detection |
| 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 Technology(Nagaoka Univ. of Tech.) |
| 8th Author's Name | Shintaro Arai |
| 8th Author's Affiliation | Oakayama University of Science(Okayama Univ. of Sci.) |
| Date | 2018-07-12 |
| Paper # | RCC2018-36,NS2018-49,RCS2018-94,SR2018-33,ASN2018-30 |
| Volume (vol) | vol.118 |
| Number (no) | RCC-123,NS-124,RCS-125,SR-126,ASN-127 |
| Page | pp.pp.69-74(RCC), pp.75-80(NS), pp.87-92(RCS), pp.79-84(SR), pp.85-90(ASN), |
| #Pages | 6 |
| Date of Issue | 2018-07-04 (RCC, NS, RCS, SR, ASN) |