| Presentation | 2024-03-22 Adversarial Examples with Missing Perturbation Using Laser Irradiation Daisuke Kosuge, Hayato Watanabe, Taiga Manabe, Yoshihisa Takayama, Toshihiro Ohigashi, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In recent years, neural networks have made remarkable progress in the field of image processing and other areas, and the development of technologies that will provide a new foundation for our daily lives is underway. However, there exist hostile samples that intentionally misclassify images to a different class by exploiting vulnerabilities in image processing. We propose a method of attack by Adversarial Examples that uses lasers to facilitate control of misclassification. Studies have already shown that road signs can be misclassified by irradiating them with lasers. We address the question of whether an attack can be more effective when the attacker has the advantage of having postings available. Instead of simply irradiating lasers, we prepare Adversarial Examples with missing perturbation added to the input image to facilitate manipulation of features and make the attack easier. Furthermore, experiments were conducted to irradiate a Adversarial Examples with a missing perturbation, and the effectiveness of the missing perturbation was demonstrated. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Missing Perturbation / Neural Network / Adversarial Examples / Laser |
| Paper # | ICSS2023-97 |
| Date of Issue | 2024-03-14 (ICSS) |
| Conference Information | |
| Committee | ICSS / IPSJ-SPT |
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| Conference Date | 2024/3/21(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | OIST |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Security, Trust, etc. |
| Chair | Daisuke Inoue(NICT) |
| Vice Chair | Akira Yamada(Kobe Univ.) / Toshihiro Yamauchi(Okayama Univ.) |
| Secretary | Akira Yamada(Mitsubishi Electric) / Toshihiro Yamauchi(Univ. of Electro-Comm.) |
| Assistant | Yo Kanemoto(NTT) / Masaya Sato(Okayama Prefectural Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Information and Communication System Security / Special Interest Group on Security Psychology and Trust |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Adversarial Examples with Missing Perturbation Using Laser Irradiation |
| Sub Title (in English) | |
| Keyword(1) | Missing Perturbation |
| Keyword(2) | Neural Network |
| Keyword(3) | Adversarial Examples |
| Keyword(4) | Laser |
| 1st Author's Name | Daisuke Kosuge |
| 1st Author's Affiliation | Tokai University(Tokai Univ.) |
| 2nd Author's Name | Hayato Watanabe |
| 2nd Author's Affiliation | Tokai University(Tokai Univ.) |
| 3rd Author's Name | Taiga Manabe |
| 3rd Author's Affiliation | Tokai University(Tokai Univ.) |
| 4th Author's Name | Yoshihisa Takayama |
| 4th Author's Affiliation | Tokai University(Tokai Univ.) |
| 5th Author's Name | Toshihiro Ohigashi |
| 5th Author's Affiliation | Tokai University(Tokai Univ.) |
| Date | 2024-03-22 |
| Paper # | ICSS2023-97 |
| Volume (vol) | vol.123 |
| Number (no) | ICSS-448 |
| Page | pp.pp.201-207(ICSS), |
| #Pages | 7 |
| Date of Issue | 2024-03-14 (ICSS) |