| Presentation | 2023-05-26 Simulation Evaluation of Hidden Screen-Camera Visible Light Communications Using Adversarial Examples on Depth Estimation Model Changseok Lee, Hiraku Okada, Tadahiro Wada, Chedlia Ben Naila, Masaaki Katayama, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | A screen-camera communication has been proved that it is cost-efficient and intuitive to common users. Furthermore, hidden screen-camera communication can transfer both data and visual information at the same time. In this study, we evaluate a hidden screen-camera communication system using adversarial examples on a convolutional neural network (CNN) depth estimation model. An adversarial can change the output of the model by only a slight change of the input, so the data can be embedded into the output to achieve hidden screen-camera communication. Also, to provide robustness against channel noise for the adversarial example, which is vulnerable to noise, we introduce Expectation over Transformation (EOT). We examine the validity of this communication method EOT with simulation of a noisy environment and manage to get BER under $3.5times10^{-2}$ despite the noisy environment. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Adversarial example / depth estimation / screen-camera communication / visible light communication |
| Paper # | WBS2023-6,RCC2023-6 |
| Date of Issue | 2023-05-18 (WBS, RCC) |
| Conference Information | |
| Committee | MICT / WBS / RCC / SAT |
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| Conference Date | 2023/5/25(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | TOKYO BIG SIGHT |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Joint Meeting of RCC, WBS, SAT, and MICT |
| Chair | Hirokazu Tanaka(Hiroshima City Univ.) / Takashi Shono(Wind River) / Shunichi Azuma(Nagoya Univ.) / Tetsushi Ikegami(Meiji Univ.) |
| Vice Chair | Chika Sugimoto(Yokohama National Univ.) / Daisuke Anzai(Nagoya Inst. of Tech.) / Hiroyasu Ishikawa(Nihon Univ.) / Hideki Ochiai(Yokohama National Univ.) / Shunichi Azuma(Hokkaido Univ.) / Koji Ishii(Kagawa Univ.) / Masashi Kamei(NHK) / Takana Kaho(Shonan Inst. of Tech.) |
| Secretary | Chika Sugimoto(Okayama Pref. Univ.) / Daisuke Anzai(Junshin Gakuen Univ.) / Hiroyasu Ishikawa(Okayama Prefectural Univ.) / Hideki Ochiai(Chiba Univ. of Tech.) / Shunichi Azuma(CRIEPI) / Koji Ishii(Ritsumeikan Univ.) / Masashi Kamei(NTT) / Takana Kaho(NICT) |
| Assistant | Takahiro Ito(Hiroshima City Univ) / Natsuki Nakayama(Nagoya Univ.) / Takuya Nishikawa(National Cerebral and Cardiovascular Center Hospital) / Sun Ran(Ibaraki Univ.) / Chen Na(NAIST) / SHAN LIN(NICT) / Ryosuke Adachi(Yamaguchi Univ.) / Riichiro Nagareda(KDDI Research) / Yuuki Koizumi(NHK) |
| Paper Information | |
| Registration To | Technical Committee on Healthcare and Medical Information Communication Technology / Technical Committee on Wideband System / Technical Committee on Reliable Communication and Control / Technical Committee on Satellite Telecommunications |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Simulation Evaluation of Hidden Screen-Camera Visible Light Communications Using Adversarial Examples on Depth Estimation Model |
| Sub Title (in English) | |
| Keyword(1) | Adversarial example |
| Keyword(2) | depth estimation |
| Keyword(3) | screen-camera communication |
| Keyword(4) | visible light communication |
| 1st Author's Name | Changseok Lee |
| 1st Author's Affiliation | Nagoya University(Nagoya Univ.) |
| 2nd Author's Name | Hiraku Okada |
| 2nd Author's Affiliation | Nagoya University(Nagoya Univ.) |
| 3rd Author's Name | Tadahiro Wada |
| 3rd Author's Affiliation | Shizuoka University(Shizuoka Univ.) |
| 4th Author's Name | Chedlia Ben Naila |
| 4th Author's Affiliation | Nagoya University(Nagoya Univ.) |
| 5th Author's Name | Masaaki Katayama |
| 5th Author's Affiliation | Nagoya University(Nagoya Univ.) |
| Date | 2023-05-26 |
| Paper # | WBS2023-6,RCC2023-6 |
| Volume (vol) | vol.123 |
| Number (no) | WBS-47,RCC-48 |
| Page | pp.pp.29-34(WBS), pp.29-34(RCC), |
| #Pages | 6 |
| Date of Issue | 2023-05-18 (WBS, RCC) |