Paper Abstract and Keywords |
Presentation |
2020-11-25 11:10
GAN based feature-level supportive method for improved adversarial attacks on face recognition Zhengwei Yin (USTC/Hosei Univ.), Kaoru Uchida (Hosei Univ.) BioX2020-35 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
With the rapid development of deep neural networks (DNN), DNN-based face recognition technologies are also achieving great success and have been widely used in various applications which require high-accuracy and robustness. However, deep neural networks are known to be vulnerable to adversarial attacks, performed using images added with well-designed perturbations. To enhance security of DNN-based face recognition, we need to explore deeper the mechanisms of related technologies. In this paper, we propose a feature-level supportive method, BiasGAN, to improve the performance of universal adversarial attack methods. We insert this image to image translation preprocessor before conducting adversarial example generation. BiasGAN will search in the potential face space and can generate images with biased face feature, causing generated face images to be easier to perturb efficiently. Experimental results show that this approach improves both fooling ratio and average perturbation size significantly at different perturbation levels. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Deep neural network / enerative adversarial network / Face recognition / Adversarial attack / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 120, no. 247, BioX2020-35, pp. 1-6, Nov. 2020. |
Paper # |
BioX2020-35 |
Date of Issue |
2020-11-18 (BioX) |
ISSN |
Online edition: ISSN 2432-6380 |
Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) |
Download PDF |
BioX2020-35 |
Conference Information |
Committee |
BioX |
Conference Date |
2020-11-25 - 2020-11-25 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Online |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
|
Paper Information |
Registration To |
BioX |
Conference Code |
2020-11-BioX |
Language |
English |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
GAN based feature-level supportive method for improved adversarial attacks on face recognition |
Sub Title (in English) |
|
Keyword(1) |
Deep neural network |
Keyword(2) |
enerative adversarial network |
Keyword(3) |
Face recognition |
Keyword(4) |
Adversarial attack |
Keyword(5) |
|
Keyword(6) |
|
Keyword(7) |
|
Keyword(8) |
|
1st Author's Name |
Zhengwei Yin |
1st Author's Affiliation |
University of Science and Technology of China/Hosei University (USTC/Hosei Univ.) |
2nd Author's Name |
Kaoru Uchida |
2nd Author's Affiliation |
Hosei University (Hosei Univ.) |
3rd Author's Name |
|
3rd Author's Affiliation |
() |
4th Author's Name |
|
4th Author's Affiliation |
() |
5th Author's Name |
|
5th Author's Affiliation |
() |
6th Author's Name |
|
6th Author's Affiliation |
() |
7th Author's Name |
|
7th Author's Affiliation |
() |
8th Author's Name |
|
8th Author's Affiliation |
() |
9th Author's Name |
|
9th Author's Affiliation |
() |
10th Author's Name |
|
10th Author's Affiliation |
() |
11th Author's Name |
|
11th Author's Affiliation |
() |
12th Author's Name |
|
12th Author's Affiliation |
() |
13th Author's Name |
|
13th Author's Affiliation |
() |
14th Author's Name |
|
14th Author's Affiliation |
() |
15th Author's Name |
|
15th Author's Affiliation |
() |
16th Author's Name |
|
16th Author's Affiliation |
() |
17th Author's Name |
|
17th Author's Affiliation |
() |
18th Author's Name |
|
18th Author's Affiliation |
() |
19th Author's Name |
|
19th Author's Affiliation |
() |
20th Author's Name |
|
20th Author's Affiliation |
() |
Speaker |
Author-1 |
Date Time |
2020-11-25 11:10:00 |
Presentation Time |
25 minutes |
Registration for |
BioX |
Paper # |
BioX2020-35 |
Volume (vol) |
vol.120 |
Number (no) |
no.247 |
Page |
pp.1-6 |
#Pages |
6 |
Date of Issue |
2020-11-18 (BioX) |
|