Paper Abstract and Keywords |
Presentation |
2017-03-02 09:00
[Poster Presentation]
Hardware Speech Sensor Based on Deep Neural Network Feature Extractor and Template Matching Yi Liu, Boyu Qian, Jian Wang, Takahiro Shinozaki (Titech) EA2016-135 SIP2016-190 SP2016-130 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
We explore the possibility of combination of a DNN-based feature extractor and template based matching for keyword detection and speaker recognition embedded in a low power consumption speech sensor. For this task, we can train DNN using a high-performance computer using a large amount of data as we want. However, once it is integrated in the speech sensor hardware, the detection must be performed on an extremely resource-limited condition, and the re-training of the network is prohibited. Therefore, we investigate the use of fixed pre-trained feature extraction DNN and a template-based pattern matching. We evaluate this approach using the CSJ database and FPGA-based implementation. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
DNN feature extractor / Speech sensor / Template Matching / Keyword detection / Speaker recognition / / / |
Reference Info. |
IEICE Tech. Rep., vol. 116, no. 477, SP2016-130, pp. 297-300, March 2017. |
Paper # |
SP2016-130 |
Date of Issue |
2017-02-22 (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) |
Download PDF |
EA2016-135 SIP2016-190 SP2016-130 |
Conference Information |
Committee |
SP SIP EA |
Conference Date |
2017-03-01 - 2017-03-02 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Okinawa Industry Support Center |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Speech, Engineering/Electro Acoustics, Signal Processing, and Related Topics |
Paper Information |
Registration To |
SP |
Conference Code |
2017-03-SP-SIP-EA |
Language |
English (Japanese title is available) |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Hardware Speech Sensor Based on Deep Neural Network Feature Extractor and Template Matching |
Sub Title (in English) |
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Keyword(1) |
DNN feature extractor |
Keyword(2) |
Speech sensor |
Keyword(3) |
Template Matching |
Keyword(4) |
Keyword detection |
Keyword(5) |
Speaker recognition |
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1st Author's Name |
Yi Liu |
1st Author's Affiliation |
Tokyo Institute of Technology (Titech) |
2nd Author's Name |
Boyu Qian |
2nd Author's Affiliation |
Tokyo Institute of Technology (Titech) |
3rd Author's Name |
Jian Wang |
3rd Author's Affiliation |
Tokyo Institute of Technology (Titech) |
4th Author's Name |
Takahiro Shinozaki |
4th Author's Affiliation |
Tokyo Institute of Technology (Titech) |
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Speaker |
Author-1 |
Date Time |
2017-03-02 09:00:00 |
Presentation Time |
90 minutes |
Registration for |
SP |
Paper # |
EA2016-135, SIP2016-190, SP2016-130 |
Volume (vol) |
vol.116 |
Number (no) |
no.475(EA), no.476(SIP), no.477(SP) |
Page |
pp.297-300 |
#Pages |
4 |
Date of Issue |
2017-02-22 (EA, SIP, SP) |
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