| Presentation | 2020-03-03 Adversarial Attacks against Electrocardiograms Taiga Ono, Takeshi Sugawara, Tatsuya Mori, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Recent advancements in clinical services powered by deep learning have been met with the threat of Adversarial Examples. The exact methods in which adversaries may utilize Adversarial Examples in certain attack scenarios, however, are still unclear. Our research presents a proof-of-concept attack to show that adversaries are able to utilize Adversarial Examples of electrocardiograms to take advantage of carelessly implemented diagnostic systems for cardiology. Adversarial perturbations are introduced into ECG readings via hardware manipulation, and the resulting hardware attack successfully manipulates the diagnosis results of a healthy patient 3--5 times throughout 40 tries, potentially allowing adversaries to influence clinical decisions. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | DNN / Adversarial Examples / Hardware |
| Paper # | ICSS2019-90 |
| Date of Issue | 2020-02-24 (ICSS) |
| Conference Information | |
| Committee | ICSS / IPSJ-SPT |
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| Conference Date | 2020/3/2(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Okinawa-Ken-Seinen-Kaikan |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Security, Trust, etc. |
| Chair | Hiroki Takakura(NII) |
| Vice Chair | Katsunari Yoshioka(Yokohama National Univ.) / Kazunori Kamiya(NTT) |
| Secretary | Katsunari Yoshioka(NICT) / Kazunori Kamiya(KDDI labs.) |
| Assistant | Keisuke Kito(Mitsubishi Electric) / Toshihiro Yamauchi(Okayama 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 | ENG |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Adversarial Attacks against Electrocardiograms |
| Sub Title (in English) | |
| Keyword(1) | DNN |
| Keyword(2) | Adversarial Examples |
| Keyword(3) | Hardware |
| 1st Author's Name | Taiga Ono |
| 1st Author's Affiliation | Waseda University(Waseda Univ.) |
| 2nd Author's Name | Takeshi Sugawara |
| 2nd Author's Affiliation | University of Electro-Communications(UEC) |
| 3rd Author's Name | Tatsuya Mori |
| 3rd Author's Affiliation | Waseda University(Waseda Univ.) |
| Date | 2020-03-03 |
| Paper # | ICSS2019-90 |
| Volume (vol) | vol.119 |
| Number (no) | ICSS-437 |
| Page | pp.pp.131-136(ICSS), |
| #Pages | 6 |
| Date of Issue | 2020-02-24 (ICSS) |