| Paper Abstract and Keywords |
| Presentation |
2023-06-23 13:50
Impression Conversion of Speech for Unknown Speakers Using FaderNet Saki Kugimoto, Toru Nakashika (UEC) SP2023-2 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
This paper proposes a model that can convert impressions of unknown speakers who do not have impression labels, based on a previous study that used FaderNetVC, a voice conversion method, to change only the impression of speech without changing the speaker's identity. Since FaderNetVC requires a speaker label for the speech to be converted in advance, an impression label must be defined for the speech to be converted in advance for impression conversion. This is achieved by adding `Classifier' to the model. In addition, we propose a discriminator that assumes a beta distribution to improve the accuracy of the conventional method, which assumes a normal distribution for modelling impression labels. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Fader Networks / voice conversion / impression conversion / / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 123, no. 88, SP2023-2, pp. 4-7, June 2023. |
| Paper # |
SP2023-2 |
| Date of Issue |
2023-06-16 (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 |
SP2023-2 |
| Conference Information |
| Committee |
SP IPSJ-MUS IPSJ-SLP |
| Conference Date |
2023-06-23 - 2023-06-24 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
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| Topics (in Japanese) |
(See Japanese page) |
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| Paper Information |
| Registration To |
SP |
| Conference Code |
2023-06-SP-MUS-SLP |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Impression Conversion of Speech for Unknown Speakers Using FaderNet |
| Sub Title (in English) |
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| Keyword(1) |
Fader Networks |
| Keyword(2) |
voice conversion |
| Keyword(3) |
impression conversion |
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| 1st Author's Name |
Saki Kugimoto |
| 1st Author's Affiliation |
The University of Electro-Communications (UEC) |
| 2nd Author's Name |
Toru Nakashika |
| 2nd Author's Affiliation |
The University of Electro-Communications (UEC) |
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| Speaker |
Author-1 |
| Date Time |
2023-06-23 13:50:00 |
| Presentation Time |
140 minutes |
| Registration for |
SP |
| Paper # |
SP2023-2 |
| Volume (vol) |
vol.123 |
| Number (no) |
no.88 |
| Page |
pp.4-7 |
| #Pages |
4 |
| Date of Issue |
2023-06-16 (SP) |