| Paper Abstract and Keywords |
| Presentation |
2026-03-18 10:20
Emotion Estimation While Viewing VR Advertising Images Using Multimodal Features Including Text Information Maki Kubo, Wataru Kameyama (Waseda Univ.) CQ2025-124 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
This paper aims for providing more effective VR advertisements, and examines emotion estimation for VR advertisements using bio-signals acquired during advertisement viewing, together with advertisement features and individual preferences. In our previous studies, the emotion has been estimated by using bio-signals, physical features of images and genre of advertisements. In this paper, to further improve the estimation accuracy for unseen advertisements, word occurrence frequencies and sentiment scores extracted from advertisement texts are newly introduced as additional features. Experimental results show that integrating word occurrence frequencies with conventional features achieves the highest estimation accuracy. Furthermore, binary classification results exceed much the chance level. Feature importance analysis reveals that effective features differ across emotion categories, indicating the effectiveness of multimodal information integration for VR advertisement recommendation. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Bio-signals / Multimodal Features / VR Advertisement / Emotion Estimation / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 125, no. 409, CQ2025-124, pp. 133-138, March 2026. |
| Paper # |
CQ2025-124 |
| Date of Issue |
2026-03-09 (CQ) |
| 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) |
| Download PDF |
CQ2025-124 |
| Conference Information |
| Committee |
CQ MVE IMQ IE |
| Conference Date |
2026-03-16 - 2026-03-18 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Okinawa-Sangyoushien-Center |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
|
| Paper Information |
| Registration To |
CQ |
| Conference Code |
2026-03-CQ-MVE-IMQ-IE |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Emotion Estimation While Viewing VR Advertising Images Using Multimodal Features Including Text Information |
| Sub Title (in English) |
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| Keyword(1) |
Bio-signals |
| Keyword(2) |
Multimodal Features |
| Keyword(3) |
VR Advertisement |
| Keyword(4) |
Emotion Estimation |
| Keyword(5) |
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| Keyword(6) |
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| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Maki Kubo |
| 1st Author's Affiliation |
Waseda University (Waseda Univ.) |
| 2nd Author's Name |
Wataru Kameyama |
| 2nd Author's Affiliation |
Waseda University (Waseda Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2026-03-18 10:20:00 |
| Presentation Time |
20 minutes |
| Registration for |
CQ |
| Paper # |
CQ2025-124 |
| Volume (vol) |
vol.125 |
| Number (no) |
no.409 |
| Page |
pp.133-138 |
| #Pages |
6 |
| Date of Issue |
2026-03-09 (CQ) |