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| Presentation | 2024-03-01 16:35 Simulation Evaluation of Speech Detection Based on Distributed Sound-to-Light Conversion Device Blinkies Satoshi Motoyama, Natsuki Ueno, Masahiro Yasuda (TMU), Yuma Kinoshita (Tokai Univ.), Nobutaka Ono (TMU)  EA2023-126 SIP2023-173 SP2023-108 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | The purpose of this study is speech detection using the distributed sound-to-light conversion device Blinkies. As an initial study, this paper applies a framework for End-to-End learning of sound-to-light conversion in acoustic scene recognition using Blinkies to speech detection based on the loss of acoustic scene classification. To train the deep neural network for sound-to-light conversion, we created a dataset consisting of Blinky's observed sounds created by simulating room acoustic propagation and labels. Experiments were conducted using the created data with different numbers of nodes used for speech detection, and it was confirmed that the accuracy of speech detection is improved by using more nodes in the proposed method. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | Blinky / Speech detection / End-to-End training / / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 123, no. 401, EA2023-126, pp. 382-387, Feb. 2024. | |
| Paper # | EA2023-126 | |
| Date of Issue | 2024-02-22 (EA, SIP, SP) | |
| ISSN | 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 | EA2023-126 SIP2023-173 SP2023-108 |
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| Conference Information | |
| Committee | SIP SP EA IPSJ-SLP |
| Conference Date | 2024-02-29 - 2024-03-01 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Paper Information | |
| Registration To | EA |
| Conference Code | 2024-02-SIP-SP-EA-SLP |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Simulation Evaluation of Speech Detection Based on Distributed Sound-to-Light Conversion Device Blinkies |
| Sub Title (in English) | |
| Keyword(1) | Blinky |
| Keyword(2) | Speech detection |
| Keyword(3) | End-to-End training |
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| 1st Author's Name | Satoshi Motoyama |
| 1st Author's Affiliation | Tokyo Metropolitan University (TMU) |
| 2nd Author's Name | Natsuki Ueno |
| 2nd Author's Affiliation | Tokyo Metropolitan University (TMU) |
| 3rd Author's Name | Masahiro Yasuda |
| 3rd Author's Affiliation | Tokyo Metropolitan University (TMU) |
| 4th Author's Name | Yuma Kinoshita |
| 4th Author's Affiliation | Tokai University (Tokai Univ.) |
| 5th Author's Name | Nobutaka Ono |
| 5th Author's Affiliation | Tokyo Metropolitan University (TMU) |
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| Speaker | Author-1 |
| Date Time | 2024-03-01 16:35:00 |
| Presentation Time | 60 minutes |
| Registration for | EA |
| Paper # | EA2023-126, SIP2023-173, SP2023-108 |
| Volume (vol) | vol.123 |
| Number (no) | no.401(EA), no.402(SIP), no.403(SP) |
| Page | pp.382-387 |
| #Pages | 6 |
| Date of Issue | 2024-02-22 (EA, SIP, SP) |
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