| Presentation | 2022-02-28 Basic Study for Backdoor Attack based on Invisible Trigger Ryo Kumagai, Shu Takemoto, Yusuke Nozaki, Masaya Yoshikawa, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | A backdoor attack is a threat to deep neural networks (DNN). In an attack on a DNN for the purpose of image classification, an attacker prepares poison data obtained by processing an image of a training data set and contaminates the inference mechanism by mixing it with a label different from the original. In the poison data by the conventional method, it was triggered by dots in inconspicuous places such as the edges of the image. This study propose a backdoor attack method triggered by a pattern that cannot be seen by the naked eye by using a steganography. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | deep neural network / security / backdoor attack / steganography |
| Paper # | AI2021-21 |
| Date of Issue | 2022-02-21 (AI) |
| Conference Information | |
| Committee | AI |
|---|---|
| Conference Date | 2022/2/28(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Youth Hostel Sunflower MIYAZAKI |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Yuichi Sei(Univ. of Electro-Comm.) |
| Vice Chair | Yuko Sakurai(AIST) / Tadachika Ozono(Nagoya Inst. of Tech.) |
| Secretary | Yuko Sakurai(Tokyo Univ. of Agriculture and Technology) / Tadachika Ozono(Toho Univ.) |
| Assistant | Kazutaka Matsuzaki(Chuo Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Artificial Intelligence and Knowledge-Based Processing |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Basic Study for Backdoor Attack based on Invisible Trigger |
| Sub Title (in English) | |
| Keyword(1) | deep neural network |
| Keyword(2) | security |
| Keyword(3) | backdoor attack |
| Keyword(4) | steganography |
| 1st Author's Name | Ryo Kumagai |
| 1st Author's Affiliation | Meijo University(Meijo Univ.) |
| 2nd Author's Name | Shu Takemoto |
| 2nd Author's Affiliation | Meijo University(Meijo Univ.) |
| 3rd Author's Name | Yusuke Nozaki |
| 3rd Author's Affiliation | Meijo University(Meijo Univ.) |
| 4th Author's Name | Masaya Yoshikawa |
| 4th Author's Affiliation | Meijo University(Meijo Univ.) |
| Date | 2022-02-28 |
| Paper # | AI2021-21 |
| Volume (vol) | vol.121 |
| Number (no) | AI-382 |
| Page | pp.pp.53-58(AI), |
| #Pages | 6 |
| Date of Issue | 2022-02-21 (AI) |