| Presentation | 2024-01-17 Detecting Adversarial Examples using Filtering Operation Based on JPEG-Compression-Derived Distortion Kenta Tsunomori, Minoru Kuribayashi, Nobuo Funabiki, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Image classifiers based on convolutional neural networks are caused misclassification by adversarial perturbations. In this paper, we propose a method to use the difference images before and after applying the denoising filter to the input images for training the adversarial examples detection system. The proposed method employs the distortion signals modulated by the difference information of the images before and after JPEG compression as the denoising filter. Results of this research. The proposed method shows the adversarial examples detection accuracy of more than 98%. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | adversarial examples / denoising filter / Fine tuning / JPEG compression / Scaling |
| Paper # | EMM2023-87 |
| Date of Issue | 2024-01-09 (EMM) |
| Conference Information | |
| Committee | EMM |
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| Conference Date | 2024/1/16(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Tohoku Univ. |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Sense of Presence, Universal Media, Digital Entertainment, etc. |
| Chair | Michiharu Niimi(Kyushu Inst. of Tech.) |
| Vice Chair | Kotaro Sonoda(Nagasaki Univ.) / Hyunho Kang(NIT, Tokyo) |
| Secretary | Kotaro Sonoda(Hiroshima City Univ.) / Hyunho Kang(Osaka Inst. of Tech.) |
| Assistant | Naofumi Aoki(Hokkaido Univ.) / Kazuaki Nakamura(Tokyo Univ. of Science) |
| Paper Information | |
| Registration To | Technical Committee on Enriched MultiMedia |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Detecting Adversarial Examples using Filtering Operation Based on JPEG-Compression-Derived Distortion |
| Sub Title (in English) | |
| Keyword(1) | adversarial examples |
| Keyword(2) | denoising filter |
| Keyword(3) | Fine tuning |
| Keyword(4) | JPEG compression |
| Keyword(5) | Scaling |
| 1st Author's Name | Kenta Tsunomori |
| 1st Author's Affiliation | Okayama University(Okayama Univ.) |
| 2nd Author's Name | Minoru Kuribayashi |
| 2nd Author's Affiliation | Tohoku University(Tohoku Univ.) |
| 3rd Author's Name | Nobuo Funabiki |
| 3rd Author's Affiliation | Okayama University(Okayama Univ.) |
| Date | 2024-01-17 |
| Paper # | EMM2023-87 |
| Volume (vol) | vol.123 |
| Number (no) | EMM-332 |
| Page | pp.pp.38-43(EMM), |
| #Pages | 6 |
| Date of Issue | 2024-01-09 (EMM) |