| Paper Abstract and Keywords |
| Presentation |
2014-03-14 11:15
Application of multi-modal speech interface in real environments Takumi Seko, Takuya Kawasaki, Satoshi Tamura, Satoru Hayamizu (Gifu Univ.) PRMU2013-199 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
This paper proposes multi-modal speech interface for mobile devices such as smart phones, which is based on multi-modal speech recognition using speech waveforms and mouth image sequences. In our multi-modal speech interface, server-client model is employed; voice activity detection and feature extraction for every modalities are conducted on a mobile device, subsequently multi-modal speech recognition is performed on a recognition server. In addition, model adaptation technique is also utilized in our framework. Experiments were conducted using our multi-modal speech interface. Japanese connected-digit audio and visual data by 16 subjects were recorded in various real environments, e.g. office, outside, in-car, and station. In audio-only experiments, model adaptation improved recognition performance successfully in some conditions, on the other hand, some issues were found in heavily noisy conditions. In visual-only experiments, we have achieved performance improvement of lipreading by using speech recognition results and applying the model adaptation technique. We also investigate and discuss some issues about voice activity detection, visual features, and audio-visual integration. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
multi-modal speech interface / speech recognition / lipreading / model adaptation / multi-modal speech recognition / real environment / / |
| Reference Info. |
IEICE Tech. Rep., vol. 113, no. 493, PRMU2013-199, pp. 185-190, March 2014. |
| Paper # |
PRMU2013-199 |
| Date of Issue |
2014-03-06 (PRMU) |
| 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 |
PRMU2013-199 |
| Conference Information |
| Committee |
PRMU |
| Conference Date |
2014-03-13 - 2014-03-14 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
|
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
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| Paper Information |
| Registration To |
PRMU |
| Conference Code |
2014-03-PRMU |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Application of multi-modal speech interface in real environments |
| Sub Title (in English) |
|
| Keyword(1) |
multi-modal speech interface |
| Keyword(2) |
speech recognition |
| Keyword(3) |
lipreading |
| Keyword(4) |
model adaptation |
| Keyword(5) |
multi-modal speech recognition |
| Keyword(6) |
real environment |
| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Takumi Seko |
| 1st Author's Affiliation |
Gifu University (Gifu Univ.) |
| 2nd Author's Name |
Takuya Kawasaki |
| 2nd Author's Affiliation |
Gifu University (Gifu Univ.) |
| 3rd Author's Name |
Satoshi Tamura |
| 3rd Author's Affiliation |
Gifu University (Gifu Univ.) |
| 4th Author's Name |
Satoru Hayamizu |
| 4th Author's Affiliation |
Gifu University (Gifu Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2014-03-14 11:15:00 |
| Presentation Time |
30 minutes |
| Registration for |
PRMU |
| Paper # |
PRMU2013-199 |
| Volume (vol) |
vol.113 |
| Number (no) |
no.493 |
| Page |
pp.185-190 |
| #Pages |
6 |
| Date of Issue |
2014-03-06 (PRMU) |