Paper Abstract and Keywords |
Presentation |
2011-05-12 13:25
Unsupervised parameter identification of MMSE STSA estimator Ryo Wakisaka, Hiroshi Saruwatari, Kiyohiro Shikano (NAIST), Tomoya Takatani (Toyota Motor) EA2011-8 SIP2011-8 SP2011-8 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In this paper, to achieve high-quality speech
enhancement, we introduce the generalized
minimum mean-square error short-time spectral
amplitude estimator with a new blind prior estimation
of the speech probability density function (p.d.f.).
To deal with various types of speech signals with different
p.d.f., we propose an algorithm of speech kurtosis
estimation based on moment-cumulant transformation
for blind adaptation to the shape parameter of speech p.d.f.
From the objective and subjective evaluation experiments,
we show the improved noise reduction performance
of the proposed method. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Generalized MMSE STSA estimator / Speech kurtosis estimation / Generalized gamma distribution / Unsupervised parameter estimation / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 111, no. 28, SP2011-8, pp. 43-48, May 2011. |
Paper # |
SP2011-8 |
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) |
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EA2011-8 SIP2011-8 SP2011-8 |
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 |
SP |
Conference Code |
2011-05-EA-SIP-SP |
Language |
English (Japanese title is available) |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Unsupervised parameter identification of MMSE STSA estimator |
Sub Title (in English) |
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Keyword(1) |
Generalized MMSE STSA estimator |
Keyword(2) |
Speech kurtosis estimation |
Keyword(3) |
Generalized gamma distribution |
Keyword(4) |
Unsupervised parameter estimation |
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1st Author's Name |
Ryo Wakisaka |
1st Author's Affiliation |
Nara Institute of Science and Technology (NAIST) |
2nd Author's Name |
Hiroshi Saruwatari |
2nd Author's Affiliation |
Nara Institute of Science and Technology (NAIST) |
3rd Author's Name |
Kiyohiro Shikano |
3rd Author's Affiliation |
Nara Institute of Science and Technology (NAIST) |
4th Author's Name |
Tomoya Takatani |
4th Author's Affiliation |
TOYOTA MOTOR CORPORATION (Toyota Motor) |
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Speaker |
Author-1 |
Date Time |
2011-05-12 13:25:00 |
Presentation Time |
25 minutes |
Registration for |
SP |
Paper # |
EA2011-8, SIP2011-8, SP2011-8 |
Volume (vol) |
vol.111 |
Number (no) |
no.26(EA), no.27(SIP), no.28(SP) |
Page |
pp.43-48 |
#Pages |
6 |
Date of Issue |
2011-05-05 (EA, SIP, SP) |
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