| Paper Abstract and Keywords |
| Presentation |
2026-03-18 10:20
Study on MLLM Image Input Methods for Manga Speaker Prediction Akihito Suzuki, Hirotaka Kato (Nagoya Univ.), Marc A. Kastner (Hiroshima City Univ.), Takatsugu Hirayama (UHE), Takahiro Komamizu, Ichiro Ide (Nagoya Univ.) IMQ2025-100 IE2025-177 MVE2025-107 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Manga speaker prediction is the task of identifying the speaker of the dialogue within a speech bubble. Existing speaker prediction methods that utilize Multimodal Large Language Models (MLLMs) have revealed a limitation; visual information is not effectively exploited. In this study, we investigate input methods for MLLMs that enable more effective use of visual information in Manga speaker prediction. To this end, we propose two methods: One that modifies the input units of images and dialogue sequences, and another that adds bounding boxes. Evaluation of the each proposed methods through experiments demonstrate that they allow MLLMs to make more effective use of visual information for speaker prediction in Manga. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Manga / speaker prediction / MLLM / / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 125, no. 411, MVE2025-107, pp. 448-453, March 2026. |
| Paper # |
MVE2025-107 |
| 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 |
IMQ2025-100 IE2025-177 MVE2025-107 |
| 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 |
MVE |
| 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) |
Study on MLLM Image Input Methods for Manga Speaker Prediction |
| Sub Title (in English) |
|
| Keyword(1) |
Manga |
| Keyword(2) |
speaker prediction |
| Keyword(3) |
MLLM |
| Keyword(4) |
|
| Keyword(5) |
|
| Keyword(6) |
|
| Keyword(7) |
|
| Keyword(8) |
|
| 1st Author's Name |
Akihito Suzuki |
| 1st Author's Affiliation |
Nagoya University (Nagoya Univ.) |
| 2nd Author's Name |
Hirotaka Kato |
| 2nd Author's Affiliation |
Nagoya University (Nagoya Univ.) |
| 3rd Author's Name |
Marc A. Kastner |
| 3rd Author's Affiliation |
Hiroshima City University (Hiroshima City Univ.) |
| 4th Author's Name |
Takatsugu Hirayama |
| 4th Author's Affiliation |
University of Human Environments (UHE) |
| 5th Author's Name |
Takahiro Komamizu |
| 5th Author's Affiliation |
Nagoya University (Nagoya Univ.) |
| 6th Author's Name |
Ichiro Ide |
| 6th Author's Affiliation |
Nagoya University (Nagoya Univ.) |
| 7th Author's Name |
|
| 7th Author's Affiliation |
() |
| 8th Author's Name |
|
| 8th Author's Affiliation |
() |
| 9th Author's Name |
|
| 9th Author's Affiliation |
() |
| 10th Author's Name |
|
| 10th Author's Affiliation |
() |
| 11th Author's Name |
|
| 11th Author's Affiliation |
() |
| 12th Author's Name |
|
| 12th Author's Affiliation |
() |
| 13th Author's Name |
|
| 13th Author's Affiliation |
() |
| 14th Author's Name |
|
| 14th Author's Affiliation |
() |
| 15th Author's Name |
|
| 15th Author's Affiliation |
() |
| 16th Author's Name |
|
| 16th Author's Affiliation |
() |
| 17th Author's Name |
|
| 17th Author's Affiliation |
() |
| 18th Author's Name |
|
| 18th Author's Affiliation |
() |
| 19th Author's Name |
|
| 19th Author's Affiliation |
() |
| 20th Author's Name |
|
| 20th Author's Affiliation |
() |
| 21st Author's Name |
|
| 21st Author's Affiliation |
() |
| 22nd Author's Name |
|
| 22nd Author's Affiliation |
() |
| 23rd Author's Name |
|
| 23rd Author's Affiliation |
() |
| 24th Author's Name |
|
| 24th Author's Affiliation |
() |
| 25th Author's Name |
|
| 25th Author's Affiliation |
() |
| 26th Author's Name |
/ / |
| 26th Author's Affiliation |
()
() |
| 27th Author's Name |
/ / |
| 27th Author's Affiliation |
()
() |
| 28th Author's Name |
/ / |
| 28th Author's Affiliation |
()
() |
| 29th Author's Name |
/ / |
| 29th Author's Affiliation |
()
() |
| 30th Author's Name |
/ / |
| 30th Author's Affiliation |
()
() |
| 31st Author's Name |
/ / |
| 31st Author's Affiliation |
()
() |
| 32nd Author's Name |
/ / |
| 32nd Author's Affiliation |
()
() |
| 33rd Author's Name |
/ / |
| 33rd Author's Affiliation |
()
() |
| 34th Author's Name |
/ / |
| 34th Author's Affiliation |
()
() |
| 35th Author's Name |
/ / |
| 35th Author's Affiliation |
()
() |
| 36th Author's Name |
/ / |
| 36th Author's Affiliation |
()
() |
| Speaker |
Author-1 |
| Date Time |
2026-03-18 10:20:00 |
| Presentation Time |
20 minutes |
| Registration for |
MVE |
| Paper # |
IMQ2025-100, IE2025-177, MVE2025-107 |
| Volume (vol) |
vol.125 |
| Number (no) |
no.408(IMQ), no.410(IE), no.411(MVE) |
| Page |
pp.448-453 |
| #Pages |
6 |
| Date of Issue |
2026-03-09 (IMQ, IE, MVE) |