Paper Abstract and Keywords |
Presentation |
2021-12-02 15:20
improvement of multilingual speech emotion recognition by normalizing features using CRNN Jinhai Qi, Motoyuki Suzuki (OIT) NLC2021-22 SP2021-43 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In this research, a new multilingual emotion recognition method by normalizing features using CRNN has been proposed. We know that most of speech emotion recognition system is for a single language, and the recognition performance for other languages drastically decreased. In order to solve this problem, acoustic features are normalized by using synthesis speech which speaks the same words. From the experimental results, the multilingual emotion recognizer, which was constructed from Japanese, English, German, and Italian speech data, showed that the recognition rate increased from 47.5% to 49.0% by normalizing features using CRNN. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Speech emotion recognition / CRNN / normalization using synthesis speech / language-independent. / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 121, no. 282, SP2021-43, pp. 22-26, Dec. 2021. |
Paper # |
SP2021-43 |
Date of Issue |
2021-11-24 (NLC, 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) |
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NLC2021-22 SP2021-43 |
Conference Information |
Committee |
NLC IPSJ-NL SP IPSJ-SLP |
Conference Date |
2021-12-01 - 2021-12-03 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Online |
Topics (in Japanese) |
(See Japanese page) |
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Paper Information |
Registration To |
SP |
Conference Code |
2021-12-NLC-NL-SP-SLP |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
improvement of multilingual speech emotion recognition by normalizing features using CRNN |
Sub Title (in English) |
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Speech emotion recognition |
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CRNN |
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normalization using synthesis speech |
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language-independent. |
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1st Author's Name |
Jinhai Qi |
1st Author's Affiliation |
Osaka Institute of Technology (OIT) |
2nd Author's Name |
Motoyuki Suzuki |
2nd Author's Affiliation |
Osaka Institute of Technology (OIT) |
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Speaker |
Author-1 |
Date Time |
2021-12-02 15:20:00 |
Presentation Time |
30 minutes |
Registration for |
SP |
Paper # |
NLC2021-22, SP2021-43 |
Volume (vol) |
vol.121 |
Number (no) |
no.281(NLC), no.282(SP) |
Page |
pp.22-26 |
#Pages |
5 |
Date of Issue |
2021-11-24 (NLC, SP) |
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