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Paper Abstract and Keywords
Presentation 2018-01-29 14:25
Towards a Wind noise reduction method using DNN
Toya Kitagawa, Kazuhiro Kondo (Yamagata Univ.) EMM2017-67
Abstract (in Japanese) (See Japanese page) 
(in English) In a speech navigation system using bicycle Audio Augmented Reality, blocking of the environmental sound by wearing the ear with a presentation device such as an earphone becomes a problem. Therefore, a microphone and a earphone are integrated in to a hear-through earphone which transparently presents ambient environmental sound. In using this, there is a problem that not only environmental sound but also wind noise is acquired, so it is difficult to hear navigation sounds and environmental sounds. So, in the previous research, various wind noise reduction methods under the conditions actually used in real time in the bicycle were systematically evaluated and compared. Wiener itaration filter was found to be the most effective for wind noise reduction, but the use of high pass filter and windshield is also a well-balanced method. In this research, we aim to eliminate wind noise by DNN as a new wind noise reduction method. In supervised learning, inputs are wind noise and car horn, outputs are only car horn. As a result, wind noise could be completely eliminated.
Keyword (in Japanese) (See Japanese page) 
(in English) Audio Augmented Reality / Wind noise / Environmental sound / DNN / / / /  
Reference Info. IEICE Tech. Rep., vol. 117, no. 425, EMM2017-67, pp. 7-12, Jan. 2018.
Paper # EMM2017-67 
Date of Issue 2018-01-22 (EMM) 
ISSN Print edition: ISSN 0913-5685    Online edition: ISSN 2432-6380
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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)
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Conference Information
Committee EMM  
Conference Date 2018-01-29 - 2018-01-30 
Place (in Japanese) (See Japanese page) 
Place (in English) Tohoku Univ. (Aobayama Campus) 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Sense of Presence, Universal Media, Digital Entertainment, etc. 
Paper Information
Registration To EMM 
Conference Code 2018-01-EMM 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Towards a Wind noise reduction method using DNN 
Sub Title (in English)  
Keyword(1) Audio Augmented Reality  
Keyword(2) Wind noise  
Keyword(3) Environmental sound  
Keyword(4) DNN  
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1st Author's Name Toya Kitagawa  
1st Author's Affiliation Yamagata University (Yamagata Univ.)
2nd Author's Name Kazuhiro Kondo  
2nd Author's Affiliation Yamagata University (Yamagata Univ.)
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Speaker Author-1 
Date Time 2018-01-29 14:25:00 
Presentation Time 25 minutes 
Registration for EMM 
Paper # EMM2017-67 
Volume (vol) vol.117 
Number (no) no.425 
Page pp.7-12 
#Pages
Date of Issue 2018-01-22 (EMM) 


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