Paper Abstract and Keywords |
Presentation |
2023-03-01 15:50
The linguistic influence on speaker verification based on Self-Supervised Learning Tomoka Wakamatsu (Tokyo Metropolitan Univ.), Atsushi Ando (NTT), Sayaka Shiota (Tokyo Metropolitan Univ.), Ryo Masumura (NTT), Hitoshi Kiya (Tokyo Metropolitan Univ.) EA2022-118 SIP2022-162 SP2022-82 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In recent years, statistical models utilizing Self-Supervised Learning (SSL) have been employed in various fields
It has been reported that SSL-based methods achieve high performance in speaker verification.
On the other hand, it is known that speaker verification is language-dependent, but the effect of linguistic differences on verification accuracy has not been investigated based on the SSL model.
This paper investigates the effect of linguistic differences on accuracy in speaker verification based on the SSL model using English and Japanese speakers in the wild.
Experimental results show that the performance of speaker verification based on the SSL model is also degraded by differences in speaker language.
We also confirm that the SSL model pre-trained on multilingual dataset reduces the influence of language differences.
Moreover, this method records the highest accuracy compared to other conditions when the dataset used for training and evaluation are in the same language. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
speaker verification / Self-Supervised Learning / language dependency / x-vector / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 122, no. 389, SP2022-82, pp. 247-252, Feb. 2023. |
Paper # |
SP2022-82 |
Date of Issue |
2023-02-21 (EA, SIP, SP) |
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 |
EA2022-118 SIP2022-162 SP2022-82 |
Conference Information |
Committee |
SP IPSJ-SLP EA SIP |
Conference Date |
2023-02-28 - 2023-03-01 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
|
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
|
Paper Information |
Registration To |
SP |
Conference Code |
2023-02-SP-SLP-EA-SIP |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
The linguistic influence on speaker verification based on Self-Supervised Learning |
Sub Title (in English) |
|
Keyword(1) |
speaker verification |
Keyword(2) |
Self-Supervised Learning |
Keyword(3) |
language dependency |
Keyword(4) |
x-vector |
Keyword(5) |
|
Keyword(6) |
|
Keyword(7) |
|
Keyword(8) |
|
1st Author's Name |
Tomoka Wakamatsu |
1st Author's Affiliation |
Tokyo Metropolitan University (Tokyo Metropolitan Univ.) |
2nd Author's Name |
Atsushi Ando |
2nd Author's Affiliation |
Nippon Telegraph and Telephone (NTT) |
3rd Author's Name |
Sayaka Shiota |
3rd Author's Affiliation |
Tokyo Metropolitan University (Tokyo Metropolitan Univ.) |
4th Author's Name |
Ryo Masumura |
4th Author's Affiliation |
Nippon Telegraph and Telephone (NTT) |
5th Author's Name |
Hitoshi Kiya |
5th Author's Affiliation |
Tokyo Metropolitan University (Tokyo Metropolitan Univ.) |
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 |
2023-03-01 15:50:00 |
Presentation Time |
20 minutes |
Registration for |
SP |
Paper # |
EA2022-118, SIP2022-162, SP2022-82 |
Volume (vol) |
vol.122 |
Number (no) |
no.387(EA), no.388(SIP), no.389(SP) |
Page |
pp.247-252 |
#Pages |
6 |
Date of Issue |
2023-02-21 (EA, SIP, SP) |
|