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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
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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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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) 
Place (in English)  
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)  
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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