| Paper Abstract and Keywords |
| Presentation |
2022-02-21 16:15
A Note on Realizing Adversarial Defense Based on Regularization of Multi-stage Squeeze-and-Excitation Features
Jiahuan Zhang, Keisuke Maeda, Takahiro Ogawa, Miki Haseyama (Hokkaido Univ.) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Regularizing deep features is a common adversarial defense method. However, the existing methods do not further explore the effects of regularizing the features with strongly expressive ability on the adversarial robustness. Squeeze-and-Excitation (SE) is a kind of widely used attention modules, which can fully consider the dependencies among different channels so that the output features of SE (SE features) can learn the channel-level importance. On the other hand, the SE features have strong representativeness. Therefore, we regularize a new architecture that combines ResNet and SE in this paper. Extensive white-box attack experiments have fully demonstrated the robustness and effectiveness of the proposed method. Moreover, we also illustrate that regularizing the features with the strongly expressive ability can further improve the robustness. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Adversarial attack / adversarial defense / Squeeze-and-Excitation / ResNet / regularization / / / |
| Reference Info. |
ITE Tech. Rep., vol. 46, no. 6, ME2022-42, pp. 87-90, Feb. 2022. |
| Paper # |
ME2022-42 |
| Date of Issue |
2022-02-14 (MMS, ME, AIT) |
| ISSN |
Print edition: ISSN 1342-6893 Online edition: ISSN 2424-1970 |
| Download PDF |
|
| Conference Information |
| Committee |
AIT ME MMS IEICE-IE IEICE-ITS |
| Conference Date |
2022-02-21 - 2022-02-22 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
online |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
|
| Paper Information |
| Registration To |
ME |
| Conference Code |
2022-02-AIT-ME-MMS-IE-ITS |
| Language |
English |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
A Note on Realizing Adversarial Defense Based on Regularization of Multi-stage Squeeze-and-Excitation Features |
| Sub Title (in English) |
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| Keyword(1) |
Adversarial attack |
| Keyword(2) |
adversarial defense |
| Keyword(3) |
Squeeze-and-Excitation |
| Keyword(4) |
ResNet |
| Keyword(5) |
regularization |
| Keyword(6) |
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| Keyword(7) |
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| 1st Author's Name |
Jiahuan Zhang |
| 1st Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
| 2nd Author's Name |
Keisuke Maeda |
| 2nd Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
| 3rd Author's Name |
Takahiro Ogawa |
| 3rd Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
| 4th Author's Name |
Miki Haseyama |
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Hokkaido University (Hokkaido Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2022-02-21 16:15:00 |
| Presentation Time |
15 minutes |
| Registration for |
ME |
| Paper # |
MMS2022-17, ME2022-42, AIT2022-17 |
| Volume (vol) |
vol.46 |
| Number (no) |
no.6 |
| Page |
pp.87-90 |
| #Pages |
4 |
| Date of Issue |
2022-02-14 (MMS, ME, AIT) |