Paper Abstract and Keywords |
Presentation |
2022-03-04 14:20
Synthesizing Deep Master Voices for Wolf Attacking on Speaker Recognition Systems Jun Tsuchiya, Masakatsu Nishigaki, Tetsushi Ohki (Shizuoka Univ.) BioX2021-53 CNR2021-34 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In this paper, we propose an attack on speaker verification systems by Deep Master Voice using GAN-based wolf voice.GAN-based Wolf biometric generation methods have been proposed and shown high success rates against image-based biometric authentication systems using fingerprint or face. On the other hand, there has been insufficient discussion on the possibility of attacks on speaker verification systems.In this study, we explore the applicability of GAN-based wolf attacks on speech by creating a Deep Master Voice for text-independent speaker verification systems. In the experiments, we show the effectiveness of the attack by verifying the wolf attack probability across different datasets. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Generative Adversarial Network / Speaker Verification / Wolf attack / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 121, no. 396, BioX2021-53, pp. 33-38, March 2022. |
Paper # |
BioX2021-53 |
Date of Issue |
2022-02-24 (BioX, CNR) |
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) |
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BioX2021-53 CNR2021-34 |
Conference Information |
Committee |
CNR BioX |
Conference Date |
2022-03-03 - 2022-03-04 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Online |
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(See Japanese page) |
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Paper Information |
Registration To |
BioX |
Conference Code |
2022-03-CNR-BioX |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Synthesizing Deep Master Voices for Wolf Attacking on Speaker Recognition Systems |
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Generative Adversarial Network |
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Speaker Verification |
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Wolf attack |
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1st Author's Name |
Jun Tsuchiya |
1st Author's Affiliation |
Shizuoka University (Shizuoka Univ.) |
2nd Author's Name |
Masakatsu Nishigaki |
2nd Author's Affiliation |
Shizuoka University (Shizuoka Univ.) |
3rd Author's Name |
Tetsushi Ohki |
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Shizuoka University (Shizuoka Univ.) |
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Speaker |
Author-1 |
Date Time |
2022-03-04 14:20:00 |
Presentation Time |
30 minutes |
Registration for |
BioX |
Paper # |
BioX2021-53, CNR2021-34 |
Volume (vol) |
vol.121 |
Number (no) |
no.396(BioX), no.397(CNR) |
Page |
pp.33-38 |
#Pages |
6 |
Date of Issue |
2022-02-24 (BioX, CNR) |
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