Paper Abstract and Keywords |
Presentation |
2016-12-20 11:45
Study on i-vector based speaker verification using rank for short utterances Misaki Tsujikawa (Panasonic/Sokendai), Tsuyoki Nishikawa (Panasonic), Tomoko Matsui (ISM) SP2016-53 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Generally, short utterance test data seriously degrades the accuracy of speaker verification. However, in many voice-operated systems, utterances with a length of less than a few seconds are often used in practice and it is concerned that the accuracy is degraded. In this paper, we focus on short utterances of just a few words as the practical problem and propose a rank-based verification method with i-vector. This method used 3,268 speakers for ranking and compared with conventional method with scoring. The experimental results show the improvement when using rank-based method. Moreover, we investigate the effect of improvement by changing the construction of speakers for ranking. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
speaker recognition / speaker verification / i-vector / short utterance / order statistic / ranking / / |
Reference Info. |
IEICE Tech. Rep., vol. 116, no. 378, SP2016-53, pp. 23-26, Dec. 2016. |
Paper # |
SP2016-53 |
Date of Issue |
2016-12-13 (SP) |
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) |
Notes on Review |
This article is a technical report without peer review, and its polished version will be published elsewhere. |
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SP2016-53 |
Conference Information |
Committee |
SP IPSJ-SLP NLC IPSJ-NL |
Conference Date |
2016-12-20 - 2016-12-22 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
NTT Musashino R&D |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
The 18th Spoken Language Symposium & The Third Natural Language Processing Symposium |
Paper Information |
Registration To |
SP |
Conference Code |
2016-12-SP-SLP-NLC-NL |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Study on i-vector based speaker verification using rank for short utterances |
Sub Title (in English) |
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Keyword(1) |
speaker recognition |
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speaker verification |
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i-vector |
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short utterance |
Keyword(5) |
order statistic |
Keyword(6) |
ranking |
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1st Author's Name |
Misaki Tsujikawa |
1st Author's Affiliation |
panasonic corporation/The Graduate University for Advanced Studies (Panasonic/Sokendai) |
2nd Author's Name |
Tsuyoki Nishikawa |
2nd Author's Affiliation |
panasonic corporation (Panasonic) |
3rd Author's Name |
Tomoko Matsui |
3rd Author's Affiliation |
The Institute of Statistical Mathematics (ISM) |
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Speaker |
Author-1 |
Date Time |
2016-12-20 11:45:00 |
Presentation Time |
25 minutes |
Registration for |
SP |
Paper # |
SP2016-53 |
Volume (vol) |
vol.116 |
Number (no) |
no.378 |
Page |
pp.23-26 |
#Pages |
4 |
Date of Issue |
2016-12-13 (SP) |
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