Paper Abstract and Keywords |
Presentation |
2022-10-07 09:40
Towards Estimating Impressions on Images by Grouping Personalities Sharing Similar Sensibilities Banri Kojima, Takahiro Komamizu (Nagoya Univ.), Kawanishi Yasutomo (RIKEN), Keisuke Doman (Chukyo Univ.), Ichiro Ide (Nagoya Univ.), Mitsuru Nakazawa, Yeongnam Chae, Björn Stenger (Rakuten) MVE2022-28 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In this report, we study a method for estimating impressions that people receive from images. Impressions received from images differ from person to person, but there seems to be a certain stereotype regarding the tendency of these impressions. In this study, we focus on the attributes of people and investigate a method to improve the performance of impression estimation for images grouping attributes that are significantly related to the way impressions are received in a data-driven manner. However, it is not easy to collect a sufficient amount of data because attributes of people have large variety and their combinations are enormous. To solve this problem, a group of people with similar sensitivities are extracted by image clustering and person attribute clustering on the collected data, and then use an estimation model to realize impression estimation with a limited amount of data. Experimental results on a dataset of 4,000 carpet images annotated by 24 impression words indicate that attribute clustering is effective in improving the estimation accuracy. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Impression estimation / Clustering / Personal attributes / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 122, no. 200, MVE2022-28, pp. 57-62, Oct. 2022. |
Paper # |
MVE2022-28 |
Date of Issue |
2022-09-29 (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) |
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MVE2022-28 |
Conference Information |
Committee |
MVE VRSJ-SIG-MR IPSJ-EC HI-SIG-DeMO VRSJ-SIG-CS |
Conference Date |
2022-10-06 - 2022-10-07 |
Place (in Japanese) |
(See Japanese page) |
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Topics (in Japanese) |
(See Japanese page) |
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Paper Information |
Registration To |
MVE |
Conference Code |
2022-10-MVE-SIG-MR-EC-SIG-DeMO-SIG-CS |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Towards Estimating Impressions on Images by Grouping Personalities Sharing Similar Sensibilities |
Sub Title (in English) |
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Keyword(1) |
Impression estimation |
Keyword(2) |
Clustering |
Keyword(3) |
Personal attributes |
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1st Author's Name |
Banri Kojima |
1st Author's Affiliation |
Nagoya University (Nagoya Univ.) |
2nd Author's Name |
Takahiro Komamizu |
2nd Author's Affiliation |
Nagoya University (Nagoya Univ.) |
3rd Author's Name |
Kawanishi Yasutomo |
3rd Author's Affiliation |
Institute of Physical and Chemical Research (RIKEN) |
4th Author's Name |
Keisuke Doman |
4th Author's Affiliation |
Chukyo University (Chukyo Univ.) |
5th Author's Name |
Ichiro Ide |
5th Author's Affiliation |
Nagoya University (Nagoya Univ.) |
6th Author's Name |
Mitsuru Nakazawa |
6th Author's Affiliation |
Rakuten Group, Inc. (Rakuten) |
7th Author's Name |
Yeongnam Chae |
7th Author's Affiliation |
Rakuten Group, Inc. (Rakuten) |
8th Author's Name |
Björn Stenger |
8th Author's Affiliation |
Rakuten Group, Inc. (Rakuten) |
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Speaker |
Author-1 |
Date Time |
2022-10-07 09:40:00 |
Presentation Time |
20 minutes |
Registration for |
MVE |
Paper # |
MVE2022-28 |
Volume (vol) |
vol.122 |
Number (no) |
no.200 |
Page |
pp.57-62 |
#Pages |
6 |
Date of Issue |
2022-09-29 (MVE) |
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