| Presentation | 2022-09-14 Human Pose Transfer with Reduced Color Transfer by Occlusion for Person Re-Identification Masaki Kishibe, Toshikazu Wada, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Human pose transfer is the task that transforms a person image from the source pose to a given target pose, and is useful as a data augmentation method for person re-identification. However, the conventional pose transformer has a problem that the color of occlusion, such as backpacks, in the source image is transferred to the color of the skin or clothes in a generated image. In this work, we propose a method to suppress the color transfer caused by occlusion in the source image through inpainting. From the evaluation of the perceptual similarity between the generated images and the real images, we confirmed that the proposed method can suppress the color transfer and improve the quality of the generated images. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Pose Transfer / Person Re-Identification / Data Augmentation / Image Inpainting |
| Paper # | PRMU2022-15 |
| Date of Issue | 2022-09-07 (PRMU) |
| Conference Information | |
| Committee | PRMU |
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| Conference Date | 2022/9/14(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Deep generative model |
| Chair | Seiichi Uchida(Kyushu Univ.) |
| Vice Chair | Takuya Funatomi(NAIST) / Mitsuru Anpai(Denso IT Lab.) |
| Secretary | Takuya Funatomi(CyberAgent) / Mitsuru Anpai(Univ. of Tokyo) |
| Assistant | Nakamasa Inoue(Tokyo Inst. of Tech.) / Yasutomo Kawanishi(Riken) |
| Paper Information | |
| Registration To | Technical Committee on Pattern Recognition and Media Understanding |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Human Pose Transfer with Reduced Color Transfer by Occlusion for Person Re-Identification |
| Sub Title (in English) | |
| Keyword(1) | Pose Transfer |
| Keyword(2) | Person Re-Identification |
| Keyword(3) | Data Augmentation |
| Keyword(4) | Image Inpainting |
| 1st Author's Name | Masaki Kishibe |
| 1st Author's Affiliation | Wakayama University(Wakayama Univ.) |
| 2nd Author's Name | Toshikazu Wada |
| 2nd Author's Affiliation | Wakayama University(Wakayama Univ.) |
| Date | 2022-09-14 |
| Paper # | PRMU2022-15 |
| Volume (vol) | vol.122 |
| Number (no) | PRMU-181 |
| Page | pp.pp.31-36(PRMU), |
| #Pages | 6 |
| Date of Issue | 2022-09-07 (PRMU) |