Paper Abstract and Keywords |
Presentation |
2020-12-11 10:55
An application of Differentiable Neural Architecture Search to Multimodal Neural Networks Yushiro Funoki, Satoshi Ono (Kagoshima Univ) AI2020-11 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
This paper proposes a method that designs an architecture of a deep neural network for multimodal sequential data using a gradient-based neural structure search method named Differentiable Neural Architecture Search (DARTS). Experimental results using an emotion recognition dataset containing sequential data showed that the proposed method succeeded in
automatically designing a network structure with competitive performance to manually designed networks. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Neural architecture search / Emotion recognition / Multimodal sequential data / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 120, no. 281, AI2020-11, pp. 52-56, Dec. 2020. |
Paper # |
AI2020-11 |
Date of Issue |
2020-12-03 (AI) |
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) |
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AI2020-11 |
Conference Information |
Committee |
AI |
Conference Date |
2020-12-10 - 2020-12-10 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Online and HAMAMATSU ACT CITY |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Foundations and application technologies for AI systems on the new normal |
Paper Information |
Registration To |
AI |
Conference Code |
2020-12-AI |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
An application of Differentiable Neural Architecture Search to Multimodal Neural Networks |
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Neural architecture search |
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Emotion recognition |
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Multimodal sequential data |
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1st Author's Name |
Yushiro Funoki |
1st Author's Affiliation |
Kagoshima University (Kagoshima Univ) |
2nd Author's Name |
Satoshi Ono |
2nd Author's Affiliation |
Kagoshima University (Kagoshima Univ) |
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Speaker |
Author-1 |
Date Time |
2020-12-11 10:55:00 |
Presentation Time |
25 minutes |
Registration for |
AI |
Paper # |
AI2020-11 |
Volume (vol) |
vol.120 |
Number (no) |
no.281 |
Page |
pp.52-56 |
#Pages |
5 |
Date of Issue |
2020-12-03 (AI) |