| Paper Abstract and Keywords |
| Presentation |
2011-05-12 13:00
Study on the power envelope restoration based on the MTF concept and its application to ASR systems in noisy reverberant environments Shota Morita (JAIST), Xugang Lu (NICT), Masashi Unoki, Masato Akagi (JAIST), Ruediger Hoffmann (TUD) EA2011-7 SIP2011-7 SP2011-7 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
We previously proposed a method for restoring the speech power envelope from noisy reverberant speech based on a simple modulation transfer function (MTF) concept. The method does not require the impulse response and noise conditions of the room acoustics to be measured. In this study, we further tested the proposed method as a front-end for ASR systems in noisy reverberant environments. Noisy reverberant speech signals were obtained by adding white noise to reverberant speech produced by convoluting clean speech signals (from the AURORA-2J database) with artificially made impulse response of room acoustics. The recognition performance based on the conventional Mel frequency cepstral coefficient (MFCC) feature was used as a baseline. Compared with the baseline, the proposed method obtained 8.33 % relative improvement in the error reduction rate. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
modulation transfer function / automatic speech recognition / noisy reverberant environments / sub-band power envelope restoration / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 111, no. 26, EA2011-7, pp. 37-42, May 2011. |
| Paper # |
EA2011-7 |
| Date of Issue |
2011-05-05 (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 |
EA2011-7 SIP2011-7 SP2011-7 |
| Conference Information |
| Committee |
EA SIP SP |
| Conference Date |
2011-05-12 - 2011-05-13 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Ritsumeikan Univ. |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Speech and Acoustic Signal Processing, Speech, and Related Topics |
| Paper Information |
| Registration To |
EA |
| Conference Code |
2011-05-EA-SIP-SP |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Study on the power envelope restoration based on the MTF concept and its application to ASR systems in noisy reverberant environments |
| Sub Title (in English) |
|
| Keyword(1) |
modulation transfer function |
| Keyword(2) |
automatic speech recognition |
| Keyword(3) |
noisy reverberant environments |
| Keyword(4) |
sub-band power envelope restoration |
| Keyword(5) |
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| Keyword(6) |
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| 1st Author's Name |
Shota Morita |
| 1st Author's Affiliation |
Japan Advanced Institute of Science and Technology (JAIST) |
| 2nd Author's Name |
Xugang Lu |
| 2nd Author's Affiliation |
National Institute of Information and Communications Technology (NICT) |
| 3rd Author's Name |
Masashi Unoki |
| 3rd Author's Affiliation |
Japan Advanced Institute of Science and Technology (JAIST) |
| 4th Author's Name |
Masato Akagi |
| 4th Author's Affiliation |
Japan Advanced Institute of Science and Technology (JAIST) |
| 5th Author's Name |
Ruediger Hoffmann |
| 5th Author's Affiliation |
Laboratory of Acoustics and Speech Communication, Dresden University of Technology (TUD) |
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| Speaker |
Author-1 |
| Date Time |
2011-05-12 13:00:00 |
| Presentation Time |
25 minutes |
| Registration for |
EA |
| Paper # |
EA2011-7, SIP2011-7, SP2011-7 |
| Volume (vol) |
vol.111 |
| Number (no) |
no.26(EA), no.27(SIP), no.28(SP) |
| Page |
pp.37-42 |
| #Pages |
6 |
| Date of Issue |
2011-05-05 (EA, SIP, SP) |