| Presentation | 2021-02-18 Design Creation with GAN using features that reflect Shape and Material Shun Matsumura, Kiyoharu Aizawa, Atsushi Honda, Seiji Kurokoshi, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | When designers create a new design, they often refer to the existing design of shapes and materials to create a new design. The purpose of this study is to support such design creation. For this purpose, image data with label information of shape and material is necessary. However, images obtained by retrieval of web pages do not have such labels, so it is not possible to generate images using only the retrieved images. In this study, we define classes of Shape and Material attributes using Self-supervised methods and train each classifier. In synthesis, we aim to synthesize designs with different conditions by training Conditional GAN based on the estimation results of the Shape and Material estimators. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | GAN / Design Creation / Self-supervised learning |
| Paper # | ITS2020-34,IE2020-48 |
| Date of Issue | 2021-02-11 (ITS, IE) |
| Conference Information | |
| Committee | IE / ITS / ITE-MMS / ITE-ME / ITE-AIT |
|---|---|
| Conference Date | 2021/2/18(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Image Processing, etc. |
| Chair | Hideaki Kimata(NTT) / Tomotaka Wada(Kansai Univ.) / Kenji Machida(NHK) / Hiroyuki Arai(Nippon Inst. of Tech.) / Nobuhiko Mukai(Tokyo City Univ.) |
| Vice Chair | Kazuya Kodama(NII) / Keita Takahashi(Nagoya Univ.) / Yusuke Takatori(Kanagawa Inst. of Tech.) / Hiroyuki Hatano(Mie Univ.) / / Shogo Muramatsu(Niigata Univ.) / Hisaki Nate(Tokyo Polytechnic Univ.) |
| Secretary | Kazuya Kodama(KDDI Research) / Keita Takahashi(Nagoya Inst. of Tech.) / Yusuke Takatori(Univ. of Tokyo) / Hiroyuki Hatano(Akita Prefectural Univ.) / (Fukuoka Univ.) / Shogo Muramatsu(NHK) / Hisaki Nate(Hokkaido Univ.) |
| Assistant | Shunsuke Iwamura(NHK) / Shinobu Kudo(NTT) / Msataka Imao(Mitsubishi Electric) / Yanlei Gu(Ritsumeikan Univ.) / Kenshi Saho(Toyama Prefectural Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Image Engineering / Technical Committee on Intelligent Transport Systems Technology / Technical Group on Multi-media Storage / Technical Group on Media Engineering / Technical Group on Artistic Image Technology |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Design Creation with GAN using features that reflect Shape and Material |
| Sub Title (in English) | |
| Keyword(1) | GAN |
| Keyword(2) | Design Creation |
| Keyword(3) | Self-supervised learning |
| 1st Author's Name | Shun Matsumura |
| 1st Author's Affiliation | The University of Tokyo(UTokyo) |
| 2nd Author's Name | Kiyoharu Aizawa |
| 2nd Author's Affiliation | The University of Tokyo(UTokyo) |
| 3rd Author's Name | Atsushi Honda |
| 3rd Author's Affiliation | DIGISEARCH AND ADVERTISING, INC .(DIGISEARCH) |
| 4th Author's Name | Seiji Kurokoshi |
| 4th Author's Affiliation | DIGISEARCH AND ADVERTISING, INC .(DIGISEARCH) |
| Date | 2021-02-18 |
| Paper # | ITS2020-34,IE2020-48 |
| Volume (vol) | vol.120 |
| Number (no) | ITS-363,IE-364 |
| Page | pp.pp.43-48(ITS), pp.43-48(IE), |
| #Pages | 6 |
| Date of Issue | 2021-02-11 (ITS, IE) |