| Presentation | 2020-02-27 Translation from Line Drawings to Manga Using Deep Learning by Adding a Screentone Layer Koki Tsubota, Daiki Ikami, Kiyoharu Aizawa, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | The translation from line drawings to manga is one of the processes for creating manga and the automation of this process is motivating. In this paper, we tackle this translation task. Screentones have sparse patterns that are difficult to synthesize. To address this problem, we propose to use a screentone layer that renders an image with screentones based on the pixelwise screentone class label which is predicted from a line drawing. Experimental results show that proposed method produce manga that do not lose sparse patterns. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Image-to-image translation / Deep Learning / Manga / Screentone |
| Paper # | ITS2019-38,IE2019-76 |
| Date of Issue | 2020-02-20 (ITS, IE) |
| Conference Information | |
| Committee | ITE-HI / IE / ITS / ITE-MMS / ITE-ME / ITE-AIT |
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| Conference Date | 2020/2/27(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Hokkaido Univ. |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Image Processing, etc. |
| Chair | Takehiro Nagai(Tokyo Inst. of Tech.) / / / Norihiko Ishii(NHK) / Norio Tagawa(Tokyo Metropolitan Univ.) / Nobuhiko Mukai(Tokyo Cisy Univ.) |
| Vice Chair | / / / / Hiroyuki Arai(Nippon Institute of Technology) / Hisaki Nate(Tokyo Polytechnic Univ.) |
| Secretary | (NTT) / / / (Fukuoka Univ.) / Hiroyuki Arai(NHK) / Hisaki Nate(NHK) |
| Assistant | |
| Paper Information | |
| Registration To | Technical Group on Human Inormation / 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 |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Translation from Line Drawings to Manga Using Deep Learning by Adding a Screentone Layer |
| Sub Title (in English) | |
| Keyword(1) | Image-to-image translation |
| Keyword(2) | Deep Learning |
| Keyword(3) | Manga |
| Keyword(4) | Screentone |
| 1st Author's Name | Koki Tsubota |
| 1st Author's Affiliation | The University of Tokyo(UTokyo) |
| 2nd Author's Name | Daiki Ikami |
| 2nd Author's Affiliation | The University of Tokyo(UTokyo) |
| 3rd Author's Name | Kiyoharu Aizawa |
| 3rd Author's Affiliation | The University of Tokyo(UTokyo) |
| Date | 2020-02-27 |
| Paper # | ITS2019-38,IE2019-76 |
| Volume (vol) | vol.119 |
| Number (no) | ITS-421,IE-422 |
| Page | pp.pp.201-206(ITS), pp.201-206(IE), |
| #Pages | 6 |
| Date of Issue | 2020-02-20 (ITS, IE) |