| Paper Abstract and Keywords |
| Presentation |
2014-05-24 11:30
Distant-talking Speech Recognition with Asynchronous Speech Recording Shunta Teraoka, Yuma Ueda (Shizuoka Univ.), Longbiao Wang (Nagaoka Univ. of Tech.), Atsuhiko Kai, Taku Fukushima (Shizuoka Univ.) SP2014-16 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Although applications using mobile terminals have attracted increasing attention, there are few studies that focus on distant-talking speech recognition with asynchronous recording using several mobile terminals. In this paper, we propose a robust distant-talking speech recognition system with asynchronous speech recording. For the system proposed in this paper, after applying a denoising autoencoder in the cepstral-domain of speech to suppress reverberation and performing Large Vocabulary Continuous Speech Recognition (LVCSR), we adopted automatic asynchronous mobile terminal selection and environment adaptation using speech segments from optimal mobile terminals. The proposed method was evaluated using a reverberant WSJCAM0 corpus, which was emitted by a loudspeaker and recorded in a meeting room with multiple speakers by far-eld multiple mobile terminals. By integrating a cepstral-domain denoising autoencoder and automatic mobile terminal selection with environment adaptation, the average Word Error Rate (WER) was reduced from 51.8% of the baseline system to 28.8%, i.e., the relative error reduction rate was 44.4% when using multi-condition acoustic models. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
distant-talking speech recognition / asynchronous speech recording / dereverberation / denoising autoen- coder (DAE) / deep neural network (DNN) / environment adaptation / / |
| Reference Info. |
IEICE Tech. Rep., vol. 114, no. 52, SP2014-16, pp. 153-157, May 2014. |
| Paper # |
SP2014-16 |
| Date of Issue |
2014-05-17 (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 |
SP2014-16 |
| Conference Information |
| Committee |
SP IPSJ-MUS |
| Conference Date |
2014-05-24 - 2014-05-25 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
|
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
|
| Paper Information |
| Registration To |
SP |
| Conference Code |
2014-05-SP-MUS |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Distant-talking Speech Recognition with Asynchronous Speech Recording |
| Sub Title (in English) |
|
| Keyword(1) |
distant-talking speech recognition |
| Keyword(2) |
asynchronous speech recording |
| Keyword(3) |
dereverberation |
| Keyword(4) |
denoising autoen- coder (DAE) |
| Keyword(5) |
deep neural network (DNN) |
| Keyword(6) |
environment adaptation |
| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Shunta Teraoka |
| 1st Author's Affiliation |
Shizuoka University (Shizuoka Univ.) |
| 2nd Author's Name |
Yuma Ueda |
| 2nd Author's Affiliation |
Shizuoka University (Shizuoka Univ.) |
| 3rd Author's Name |
Longbiao Wang |
| 3rd Author's Affiliation |
Nagaoka University of Technology (Nagaoka Univ. of Tech.) |
| 4th Author's Name |
Atsuhiko Kai |
| 4th Author's Affiliation |
Shizuoka University (Shizuoka Univ.) |
| 5th Author's Name |
Taku Fukushima |
| 5th Author's Affiliation |
Shizuoka University (Shizuoka Univ.) |
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| Speaker |
Author-2 |
| Date Time |
2014-05-24 11:30:00 |
| Presentation Time |
240 minutes |
| Registration for |
SP |
| Paper # |
SP2014-16 |
| Volume (vol) |
vol.114 |
| Number (no) |
no.52 |
| Page |
pp.153-157 |
| #Pages |
5 |
| Date of Issue |
2014-05-17 (SP) |