IEICE Technical Committee Submission System
Conference Paper's Information
Online Proceedings
[Sign in]
Tech. Rep. Archives
 Go Top Page Go Previous   [Japanese] / [English] 

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
Date of Issue 2023-02-21 (EA, SIP, SP) 


[Return to Top Page]

[Return to IEICE Web Page]


The Institute of Electronics, Information and Communication Engineers (IEICE), Japan