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| Presentation | 2020-09-09 14:00 Shitsukan Representation Based on Kansei Model Using Neural Style Feature Natsuki Sunda, Iori Tani (Kwansei Gakuin Univ.), Kensuke Tobitani (The Univ. of Nagasaki), Atsushi Takemoto, Yusuke Tani, Noriko Nagata (Kwansei Gakuin Univ.), Nobufumi Morita (Couture Digital)  MVE2020-18 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | In this research, we focus on affective texture, which comprises the visual impressions evoked by surface properties, such as fine patterns and roughness, and propose a method for texture synthesis with desired affective texture. First, we modeled the relationships using a lasso regression between affective texture quantified by psychological experiments and style features which are texture features extracted from CNN. After that, based on the obtained models, we performed texture synthesis by manipulating style features that contribute to the affective texture. As a result, the generation results matched human intuition, confirming the effectiveness of our method. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | Affective Texture / Texture Synthesis / Fashion / CNN / Style Transfer / Lasso Regression / / | |
| Reference Info. | IEICE Tech. Rep., vol. 120, no. 160, MVE2020-18, pp. 38-43, Sept. 2020. | |
| Paper # | MVE2020-18 | |
| Date of Issue | 2020-09-01 (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 | MVE2020-18 |
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| Conference Information | |
| Committee | MVE |
| Conference Date | 2020-09-08 - 2020-09-09 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Paper Information | |
| Registration To | MVE |
| Conference Code | 2020-09-MVE |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Shitsukan Representation Based on Kansei Model Using Neural Style Feature |
| Sub Title (in English) | |
| Keyword(1) | Affective Texture |
| Keyword(2) | Texture Synthesis |
| Keyword(3) | Fashion |
| Keyword(4) | CNN |
| Keyword(5) | Style Transfer |
| Keyword(6) | Lasso Regression |
| Keyword(7) | |
| Keyword(8) | |
| 1st Author's Name | Natsuki Sunda |
| 1st Author's Affiliation | Kwansei Gakuin University (Kwansei Gakuin Univ.) |
| 2nd Author's Name | Iori Tani |
| 2nd Author's Affiliation | Kwansei Gakuin University (Kwansei Gakuin Univ.) |
| 3rd Author's Name | Kensuke Tobitani |
| 3rd Author's Affiliation | University of Nagasaki (The Univ. of Nagasaki) |
| 4th Author's Name | Atsushi Takemoto |
| 4th Author's Affiliation | Kwansei Gakuin University (Kwansei Gakuin Univ.) |
| 5th Author's Name | Yusuke Tani |
| 5th Author's Affiliation | Kwansei Gakuin University (Kwansei Gakuin Univ.) |
| 6th Author's Name | Noriko Nagata |
| 6th Author's Affiliation | Kwansei Gakuin University (Kwansei Gakuin Univ.) |
| 7th Author's Name | Nobufumi Morita |
| 7th Author's Affiliation | Couture Digital Ltd. (Couture Digital) |
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| Speaker | Author-1 |
| Date Time | 2020-09-09 14:00:00 |
| Presentation Time | 25 minutes |
| Registration for | MVE |
| Paper # | MVE2020-18 |
| Volume (vol) | vol.120 |
| Number (no) | no.160 |
| Page | pp.38-43 |
| #Pages | 6 |
| Date of Issue | 2020-09-01 (MVE) |
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