Paper Abstract and Keywords |
Presentation |
2018-08-21 09:50
[Invited Talk]
DNN Meets Tradition: Collaborative Processing of Traditional Signal Processing Technologies and Deep Neural Networks Toshihiko Yamasaki (The Univ. of Tokyo) SIP2018-64 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In recent years, deep neural networks (DNNs) is becoming the main stream of data processing. In fact, DNN-based approaches are the best performing ones in many applications. Have traditional signal processing approaches become old-fashioned in the era of DNNs? In our recent research activities, we found that collaborative processing by the proper combination of traditional signal processing techniques and DNN-based ones can achieve better performance than state-of-the-art DNN-only techniques. For instance, we have been developing an approach that can efficiently pick-up the advantages of the traditional and DNN-based techniques. It is also possible to let DNN-based approaches use traditional approaches in their internal processing. In my invited talk, I will introduce some representative works of such new approaches in our research group particularly on image processing. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Traditional image processing techniques / deep neural networks (DNNs) / collaborative processing / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 118, no. 182, SIP2018-64, pp. 37-37, Aug. 2018. |
Paper # |
SIP2018-64 |
Date of Issue |
2018-08-13 (SIP) |
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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SIP2018-64 |
Conference Information |
Committee |
SIP |
Conference Date |
2018-08-20 - 2018-08-21 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Takushoku Univ. Bunkyo Campus. |
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(See Japanese page) |
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Paper Information |
Registration To |
SIP |
Conference Code |
2018-08-SIP |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
DNN Meets Tradition: Collaborative Processing of Traditional Signal Processing Technologies and Deep Neural Networks |
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Traditional image processing techniques |
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deep neural networks (DNNs) |
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collaborative processing |
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Toshihiko Yamasaki |
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The University of Tokyo (The Univ. of Tokyo) |
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Speaker |
Author-1 |
Date Time |
2018-08-21 09:50:00 |
Presentation Time |
60 minutes |
Registration for |
SIP |
Paper # |
SIP2018-64 |
Volume (vol) |
vol.118 |
Number (no) |
no.182 |
Page |
p.37 |
#Pages |
1 |
Date of Issue |
2018-08-13 (SIP) |
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