| Presentation | 2020-02-27 Zero-Shot Conditional Inpainting Naoki Kato, Toshihiko Yamasaki, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Image processing for objects of the unseen classes is sometimes needed, and one of the solutions of that is ``zero-shot learning’’ which uses auxiliary information such as word embeddings of the labels or class-wise attributes. Although zero-shot learning is usually applied to image recognition tasks, we propose an inpainting task for the unseen classes. In order to take semantic information into account, we use class-wise attributes for zero-shot inpainting and call it zero-shot conditional inpainting. Moreover, we adopt residual units to reduce the number of parameters of the generator. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | inpainting / zero-shot learning / deep learning / image processing |
| Paper # | ITS2019-36,IE2019-74 |
| Date of Issue | 2020-02-20 (ITS, IE) |
| Conference Information | |
| Committee | ITE-HI / IE / ITS / ITE-MMS / ITE-ME / ITE-AIT |
|---|---|
| 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 |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Zero-Shot Conditional Inpainting |
| Sub Title (in English) | |
| Keyword(1) | inpainting |
| Keyword(2) | zero-shot learning |
| Keyword(3) | deep learning |
| Keyword(4) | image processing |
| 1st Author's Name | Naoki Kato |
| 1st Author's Affiliation | The University of Tokyo(UTokyo) |
| 2nd Author's Name | Toshihiko Yamasaki |
| 2nd Author's Affiliation | The University of Tokyo(UTokyo) |
| Date | 2020-02-27 |
| Paper # | ITS2019-36,IE2019-74 |
| Volume (vol) | vol.119 |
| Number (no) | ITS-421,IE-422 |
| Page | pp.pp.189-194(ITS), pp.189-194(IE), |
| #Pages | 6 |
| Date of Issue | 2020-02-20 (ITS, IE) |