Paper Abstract and Keywords |
Presentation |
2020-03-06 15:00
Adversarial Training using Self-Attention Architecture for Speech Enhancement Network Yosuke Sugiura, Shimamura Tetsuya (Saitama Univ.) SIS2019-59 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In this paper, we propose a new adversarial training for improving performance of the speech enhancement network.
In the proposed method, the self-attention architecture is applied to the generated speech waveform to obtain categorical information without supervised training.
The categorical information concatenated to the input of the discriminator relaxes the problem and achieves the accurate adversarial training.
Through the simulation experiments, we reveal that the proposed method can construct the network that can accurately restore the speech waveform compared with the conventional method. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Speech Enhancement / Neural Network / Adversarial Training / Self-Attention / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 119, no. 458, SIS2019-59, pp. 125-129, March 2020. |
Paper # |
SIS2019-59 |
Date of Issue |
2020-02-27 (SIS) |
ISSN |
Print edition: ISSN 0913-5685 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 |
SIS2019-59 |
Conference Information |
Committee |
SIS |
Conference Date |
2020-03-05 - 2020-03-06 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Saitama Hall |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Soft Computing, etc. |
Paper Information |
Registration To |
SIS |
Conference Code |
2020-03-SIS |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Adversarial Training using Self-Attention Architecture for Speech Enhancement Network |
Sub Title (in English) |
|
Keyword(1) |
Speech Enhancement |
Keyword(2) |
Neural Network |
Keyword(3) |
Adversarial Training |
Keyword(4) |
Self-Attention |
Keyword(5) |
|
Keyword(6) |
|
Keyword(7) |
|
Keyword(8) |
|
1st Author's Name |
Yosuke Sugiura |
1st Author's Affiliation |
Saitama University (Saitama Univ.) |
2nd Author's Name |
Shimamura Tetsuya |
2nd Author's Affiliation |
Saitama University (Saitama 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 |
2020-03-06 15:00:00 |
Presentation Time |
20 minutes |
Registration for |
SIS |
Paper # |
SIS2019-59 |
Volume (vol) |
vol.119 |
Number (no) |
no.458 |
Page |
pp.125-129 |
#Pages |
5 |
Date of Issue |
2020-02-27 (SIS) |
|