Paper Abstract and Keywords |
Presentation |
2009-06-25 10:00
An auditory conceptual-model based on human auditory perception-process for automatic speech recognition Atsushi Haniu, Masashi Unoki, Masato Akagi (JAIST) SP2009-33 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
This paper describes a conceptual model of human auditory perception mechanisms for automatic speech recognition (ASR) system. Even in complex noisy environments, humans can perceptually segregate target sound that they applied attention to from an acoustic mixture. The primary advantage of this human ability is known as `attentive ears.' We propose an auditory conceptual-model based on human auditory perceptual ability, `attentive ears,' using results of experimental psychology on human auditory perception mechanisms. Although auditory conceptual-models based on human auditory mechanisms for ASR system were proposed in decade, these conceptual-models were used as a pre-processor in ASR system. Our proposed model functions as ASR system, not as a pre-processor for ASR system. To evaluate the ASR system based on our model, Japanese digit recognition experiments in six typical noisy environments were carried out. Results showed that our ASR system is more robust than traditional ones in experimental conditions of SNR = 0 dB. These results suggest that our auditory conceptual-model based on human auditory perceptual ability, 'attentive ears,' is effective for ASR, and robust in adverse noisy environment. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Human auditory perception / Attentive ears / Auditory scene analysis / Bregman's regularities / Automatic speech recognition / / / |
Reference Info. |
IEICE Tech. Rep., vol. 109, no. 99, SP2009-33, pp. 57-62, June 2009. |
Paper # |
SP2009-33 |
Date of Issue |
2009-06-17 (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 |
SP2009-33 |
Conference Information |
Committee |
SP |
Conference Date |
2009-06-24 - 2009-06-25 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Clark Memorial Hall, Hokkaido Univ. |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
emotional speech, prosody, voice quality, speech production and perception, brain activity, etc. |
Paper Information |
Registration To |
SP |
Conference Code |
2009-06-SP |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
An auditory conceptual-model based on human auditory perception-process for automatic speech recognition |
Sub Title (in English) |
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Keyword(1) |
Human auditory perception |
Keyword(2) |
Attentive ears |
Keyword(3) |
Auditory scene analysis |
Keyword(4) |
Bregman's regularities |
Keyword(5) |
Automatic speech recognition |
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1st Author's Name |
Atsushi Haniu |
1st Author's Affiliation |
Japan Advanced Institute of Science and Technology (JAIST) |
2nd Author's Name |
Masashi Unoki |
2nd Author's Affiliation |
Japan Advanced Institute of Science and Technology (JAIST) |
3rd Author's Name |
Masato Akagi |
3rd Author's Affiliation |
Japan Advanced Institute of Science and Technology (JAIST) |
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Speaker |
Author-1 |
Date Time |
2009-06-25 10:00:00 |
Presentation Time |
30 minutes |
Registration for |
SP |
Paper # |
SP2009-33 |
Volume (vol) |
vol.109 |
Number (no) |
no.99 |
Page |
pp.57-62 |
#Pages |
6 |
Date of Issue |
2009-06-17 (SP) |
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