| Presentation | 2020-09-09 Shitsukan Representation Based on Kansei Model Using Neural Style Feature Natsuki Sunda, Iori Tani, Kensuke Tobitani, Atsushi Takemoto, Yusuke Tani, Noriko Nagata, Nobufumi Morita, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(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) |
| Keyword(in English) | Affective Texture / Texture Synthesis / Fashion / CNN / Style Transfer / Lasso Regression |
| Paper # | MVE2020-18 |
| Date of Issue | 2020-09-01 (MVE) |
| Conference Information | |
| Committee | MVE |
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| Conference Date | 2020/9/8(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Masayuki Ihara(NTT) |
| Vice Chair | Kiyoshi Kiyokawa(NAIST) |
| Secretary | Kiyoshi Kiyokawa(Oosaka Inst. of Tech.) |
| Assistant | Naoya Isoyama(NAIST) / Takenori Hara(DNP) / Mitsuhiro Goto(NTT) |
| Paper Information | |
| Registration To | Technical Committee on Media Experience and Virtual Environment |
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| Language | JPN |
| 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 |
| 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) |
| Date | 2020-09-09 |
| Paper # | MVE2020-18 |
| Volume (vol) | vol.120 |
| Number (no) | MVE-160 |
| Page | pp.pp.38-43(MVE), |
| #Pages | 6 |
| Date of Issue | 2020-09-01 (MVE) |