| Paper Abstract and Keywords |
| Presentation |
2026-03-16 10:00
Traffic Volume Prediction Using Semantic Representations from Multi-View Road Images Shuntaro Masuda (The Univ. of Tokyo), Fumiya Matsuno, Itsuki Hirai (MD), Toshihiko Yamasaki (The Univ. of Tokyo) IMQ2025-25 IE2025-102 MVE2025-32 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
This study proposes a traffic volume prediction method based on semantic feature representations derived from multi-view road images, including satellite images and street-view images. Using a Large Multimodal Model, we capture semantic information from images, such as road characteristics and surrounding land use. By integrating these semantic features with existing structured geographic data, we confirm improved prediction performance. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Multimodal Data / Traffic Volume Estimation / Geo-Semantic Representations / Task-Aware Clustering / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 125, no. 410, IE2025-102, pp. 33-38, March 2026. |
| Paper # |
IE2025-102 |
| Date of Issue |
2026-03-09 (IMQ, IE, MVE) |
| 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 |
IMQ2025-25 IE2025-102 MVE2025-32 |
| 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 |
IE |
| 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) |
Traffic Volume Prediction Using Semantic Representations from Multi-View Road Images |
| Sub Title (in English) |
|
| Keyword(1) |
Multimodal Data |
| Keyword(2) |
Traffic Volume Estimation |
| Keyword(3) |
Geo-Semantic Representations |
| Keyword(4) |
Task-Aware Clustering |
| Keyword(5) |
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| Keyword(6) |
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| 1st Author's Name |
Shuntaro Masuda |
| 1st Author's Affiliation |
The University of Tokyo (The Univ. of Tokyo) |
| 2nd Author's Name |
Fumiya Matsuno |
| 2nd Author's Affiliation |
MD Inc. (MD) |
| 3rd Author's Name |
Itsuki Hirai |
| 3rd Author's Affiliation |
MD Inc. (MD) |
| 4th Author's Name |
Toshihiko Yamasaki |
| 4th Author's Affiliation |
The University of Tokyo (The Univ. of Tokyo) |
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| Speaker |
Author-1 |
| Date Time |
2026-03-16 10:00:00 |
| Presentation Time |
20 minutes |
| Registration for |
IE |
| Paper # |
IMQ2025-25, IE2025-102, MVE2025-32 |
| Volume (vol) |
vol.125 |
| Number (no) |
no.408(IMQ), no.410(IE), no.411(MVE) |
| Page |
pp.33-38 |
| #Pages |
6 |
| Date of Issue |
2026-03-09 (IMQ, IE, MVE) |