| Paper Abstract and Keywords |
| Presentation |
2017-03-01 16:40
[Invited Talk]
An Introduction to Example-based Speech Enhancement and Its Improvements Atsunori Ogawa, Keisuke Kinoshita, Marc Delcroix, Tomohiro Nakatani (NTT) EA2016-114 SIP2016-169 SP2016-109 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
This paper introduces example-based speech enhancement, which is a promising single-channel approach to cope with highly nonstationary noise. First, the basic framework of the example-based speech enhancement is outlined. Next, the example search, which is a main process of the approach, is explained and its problems, i.e. the speed and accuracy, are described. Then, we propose solutions to these problems, i.e. an acceleration method using a structured example model and an accuracy improvement method using Deep Neural Network (DNN)-based bottleneck features. We confirm the effectiveness of the proposed methods experimentally. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Example-based speech enhancement / example search / structured example model / DNN-based bottleneck features / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 116, no. 477, SP2016-109, pp. 183-188, March 2017. |
| Paper # |
SP2016-109 |
| Date of Issue |
2017-02-22 (EA, SIP, 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) |
| Download PDF |
EA2016-114 SIP2016-169 SP2016-109 |
| Conference Information |
| Committee |
SP SIP EA |
| Conference Date |
2017-03-01 - 2017-03-02 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Okinawa Industry Support Center |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Speech, Engineering/Electro Acoustics, Signal Processing, and Related Topics |
| Paper Information |
| Registration To |
SP |
| Conference Code |
2017-03-SP-SIP-EA |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
An Introduction to Example-based Speech Enhancement and Its Improvements |
| Sub Title (in English) |
|
| Keyword(1) |
Example-based speech enhancement |
| Keyword(2) |
example search |
| Keyword(3) |
structured example model |
| Keyword(4) |
DNN-based bottleneck features |
| Keyword(5) |
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| 1st Author's Name |
Atsunori Ogawa |
| 1st Author's Affiliation |
Nippon Telegraph and Telephone Corporation (NTT) |
| 2nd Author's Name |
Keisuke Kinoshita |
| 2nd Author's Affiliation |
Nippon Telegraph and Telephone Corporation (NTT) |
| 3rd Author's Name |
Marc Delcroix |
| 3rd Author's Affiliation |
Nippon Telegraph and Telephone Corporation (NTT) |
| 4th Author's Name |
Tomohiro Nakatani |
| 4th Author's Affiliation |
Nippon Telegraph and Telephone Corporation (NTT) |
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| Speaker |
Author-1 |
| Date Time |
2017-03-01 16:40:00 |
| Presentation Time |
40 minutes |
| Registration for |
SP |
| Paper # |
EA2016-114, SIP2016-169, SP2016-109 |
| Volume (vol) |
vol.116 |
| Number (no) |
no.475(EA), no.476(SIP), no.477(SP) |
| Page |
pp.183-188 |
| #Pages |
6 |
| Date of Issue |
2017-02-22 (EA, SIP, SP) |