Paper Abstract and Keywords |
Presentation |
2017-08-21 14:10
Meeting Extracts for Group Discussions using Multimodal Convolutional Neural Networks Fumio Nihei, Yukiko Nakano, Yutaka Takase (Seikei Univ.) HCS2017-57 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
With the goal of extracting meeting minutes from group discussion corpus, this study proposes multimodal fusion models by employing Convolutional Neural Networks (CNNs). First, unimodal models are created using raw behavioral data such as speech, head motion, and face tracking. These models are then integrated into a fusion model that works as a classifier. The main advantage of this work is that the proposed models were trained without any hand-crafted features, and in most cases they outperformed a baseline model trained using hand-crafted features. It was also found that multimodal fusion is useful in applying the CNN approach to model multimodal multiparty interaction. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Meeting extracts / Convolutional neural network / Multimodal fusion / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 117, no. 177, HCS2017-57, pp. 55-59, Aug. 2017. |
Paper # |
HCS2017-57 |
Date of Issue |
2017-08-13 (HCS) |
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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HCS2017-57 |
Conference Information |
Committee |
HCS |
Conference Date |
2017-08-20 - 2017-08-21 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Seikei University |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Support technologies based on communication sensing, etc. |
Paper Information |
Registration To |
HCS |
Conference Code |
2017-08-HCS |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Meeting Extracts for Group Discussions using Multimodal Convolutional Neural Networks |
Sub Title (in English) |
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Meeting extracts |
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Convolutional neural network |
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Multimodal fusion |
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1st Author's Name |
Fumio Nihei |
1st Author's Affiliation |
Seikei University (Seikei Univ.) |
2nd Author's Name |
Yukiko Nakano |
2nd Author's Affiliation |
Seikei University (Seikei Univ.) |
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Yutaka Takase |
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Seikei University (Seikei Univ.) |
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Speaker |
Author-1 |
Date Time |
2017-08-21 14:10:00 |
Presentation Time |
25 minutes |
Registration for |
HCS |
Paper # |
HCS2017-57 |
Volume (vol) |
vol.117 |
Number (no) |
no.177 |
Page |
pp.55-59 |
#Pages |
5 |
Date of Issue |
2017-08-13 (HCS) |
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