Presentation | 2022-10-07 Towards Estimating Impressions on Images by Grouping Personalities Sharing Similar Sensibilities Banri Kojima, Takahiro Komamizu, Kawanishi Yasutomo, Keisuke Doman, Ichiro Ide, Mitsuru Nakazawa, Yeongnam Chae, Bj?rn Stenger, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(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) |
Keyword(in English) | Impression estimation / Clustering / Personal attributes |
Paper # | MVE2022-28 |
Date of Issue | 2022-09-29 (MVE) |
Conference Information | |
Committee | MVE / VRSJ-SIG-MR / IPSJ-EC / HI-SIG-DeMO / VRSJ-SIG-CS |
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Conference Date | 2022/10/6(2days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | |
Chair | Kiyoshi Kiyokawa(NAIST) |
Vice Chair | Sumaru Niida(KDDI Research) |
Secretary | Sumaru Niida(NAIST) / (DNP) / (Univ. of ToKyo) / (NTT) |
Assistant | Hidehiko Shishido(Univ. of Tsukuba) / Atsushi Nakazawa(Kyoto Univ.) / Naoya Tojo(KDDI Research) / Naoki Hagiyama(NTT) |
Paper Information | |
Registration To | Technical Committee on Media Experience and Virtual Environment / SIG-MR / Special Interest Group on Entertainment Computing / Special Interest Group on De-vice Media Oriented UI / SIG-CS |
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Language | JPN |
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 |
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 | Bj?rn Stenger |
8th Author's Affiliation | Rakuten Group, Inc.(Rakuten) |
Date | 2022-10-07 |
Paper # | MVE2022-28 |
Volume (vol) | vol.122 |
Number (no) | MVE-200 |
Page | pp.pp.57-62(MVE), |
#Pages | 6 |
Date of Issue | 2022-09-29 (MVE) |