| Paper Abstract and Keywords |
| Presentation |
Experimental Study of Using Spectrum-based Features for Structural Representation of Speech Masayuki Suzuki, Satoshi Asakawa, Yu Qiao, Nobuaki Minematsu, Keikichi Hirose (Univ. of Tokyo) SP2008-32 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Non-linguistic factors such as morphological differences in vocal tracts inevitably affect acoustic features of speech. Recently, a new speech representation, called as structural representation, was proposed which is completely independent of these factors.
In the representation, the absolute property of speech events is totally discarded and their relative property is only captured and modeled.
In the previous studies, all the discussions on this new representation were done using cepstrum-based features.
In this report, spectrum-based features are used for the structural representation and tested for speech recognition.
Mathematical and experimental discussions show the followings.
1) The spectrum-based structural representation also has strong speaker-invariance.
2) It can show a better performance of noisy speech recognition compared to cepstrum-based structures.
3) It shows a rather similar performance to humans when noise vocoded speech samples are tested.
Finally, we discuss the validity of the spectrum-based structural speech recognition as a model of human speech perception. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
structural representation of speech / spectrum-based features / automatic speech recognition / noise vocoded speech / auditory characteristics / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 108, no. 116, SP2008-32, pp. 73-78, June 2008. |
| Paper # |
SP2008-32 |
| Date of Issue |
|
| 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 |
SP2008-32 |
| Conference Information |
| Committee |
SP |
| Conference Date |
2008-06-27 - 2008-06-28 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
|
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Speech Production, Speech Perception, Hearing and Speech, etc. |
| Paper Information |
| Registration To |
SP |
| Conference Code |
2008-06-SP |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Experimental Study of Using Spectrum-based Features for Structural Representation of Speech |
| Sub Title (in English) |
|
| Keyword(1) |
structural representation of speech |
| Keyword(2) |
spectrum-based features |
| Keyword(3) |
automatic speech recognition |
| Keyword(4) |
noise vocoded speech |
| Keyword(5) |
auditory characteristics |
| Keyword(6) |
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| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Masayuki Suzuki |
| 1st Author's Affiliation |
The University of Tokyo (Univ. of Tokyo) |
| 2nd Author's Name |
Satoshi Asakawa |
| 2nd Author's Affiliation |
The University of Tokyo (Univ. of Tokyo) |
| 3rd Author's Name |
Yu Qiao |
| 3rd Author's Affiliation |
The University of Tokyo (Univ. of Tokyo) |
| 4th Author's Name |
Nobuaki Minematsu |
| 4th Author's Affiliation |
The University of Tokyo (Univ. of Tokyo) |
| 5th Author's Name |
Keikichi Hirose |
| 5th Author's Affiliation |
The University of Tokyo (Univ. of Tokyo) |
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| Speaker |
Author-1 |
| Date Time |
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| Presentation Time |
minutes |
| Registration for |
SP |
| Paper # |
SP2008-32 |
| Volume (vol) |
vol.108 |
| Number (no) |
no.116 |
| Page |
pp.73-78 |
| #Pages |
6 |
| Date of Issue |
|