Paper Abstract and Keywords |
Presentation |
2019-11-22 14:00
[Poster Presentation]
Shape recognition of objects placed in the middle or on the bottom of water by applying deep learning to their acoustic images Ryouta Shinoda, Kazuhiko Ohta (KIT) EA2019-51 EMM2019-79 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In order to recognize and classify different shapes of objects placed on the bottom of water and in the middle of water, the acoustic output images and the reflected waveform of the objects were acquired using a fish finder, and then an image classification was conducted using a deep convolutional neural network for automatic shape judgment. The results of this study will be applied to the detection and tracking technology of underwater moving objects. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Deep learning / Image classification / sonar / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 119, no. 306, EA2019-51, pp. 5-6, Nov. 2019. |
Paper # |
EA2019-51 |
Date of Issue |
2019-11-15 (EA, EMM) |
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) |
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EA2019-51 EMM2019-79 |
Conference Information |
Committee |
EA EMM |
Conference Date |
2019-11-22 - 2019-11-23 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Kanazawa Institute of Technology |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
[Beginners Session] Engineering/Electro Acoustics, Content Processing, Digital Watermarking, Musical Acoustic, and Related Topics |
Paper Information |
Registration To |
EA |
Conference Code |
2019-11-EA-EMM |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
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(See Japanese page) |
Title (in English) |
Shape recognition of objects placed in the middle or on the bottom of water by applying deep learning to their acoustic images |
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Deep learning |
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Image classification |
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sonar |
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1st Author's Name |
Ryouta Shinoda |
1st Author's Affiliation |
Kanazawa institute of Technology (KIT) |
2nd Author's Name |
Kazuhiko Ohta |
2nd Author's Affiliation |
Kanazawa institute of Technology (KIT) |
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Speaker |
Author-1 |
Date Time |
2019-11-22 14:00:00 |
Presentation Time |
90 minutes |
Registration for |
EA |
Paper # |
EA2019-51, EMM2019-79 |
Volume (vol) |
vol.119 |
Number (no) |
no.306(EA), no.307(EMM) |
Page |
pp.5-6 |
#Pages |
2 |
Date of Issue |
2019-11-15 (EA, EMM) |
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