Image Reconstruction 벤치마크
Image Reconstruction on Edge-to-Handbags
FID 낮을수록 좋음
- 2016-11-21 — pix2pix: FID 96.31
- 2017-06-09 — Xian et al._: FID 60.848
- 2019-03-25 — PI-REC: FID 0.069
| Rank | Model | FID | LPIPS | HP | MMD | Paper | Code | Year |
|---|---|---|---|---|---|---|---|---|
| 1 | PI-REC | 0.069 | 0.168 | 57.10 | 0.112 | PI-REC: Progressive Image Reconstruction Network With Edge and Color Domain | youyuge34/PI-REC | 2019 |
| 2 | Xian et al._ | 60.848 | 0.171 | – | – | TextureGAN: Controlling Deep Image Synthesis with Texture Patches | janesjanes/Pytorch-TextureGAN · yuchuanhui/TextureGanPython3 · kaziwasaleh/mask-guided | 2017 |
| 3 | bFT | 74.9 | 0.2 | – | – | Guided Image-to-Image Translation with Bi-Directional Feature Transformation | vt-vl-lab/Guided-pix2pix | 2019 |
| 4 | pix2pix | 96.31 | 0.234 | – | – | Image-to-Image Translation with Conditional Adversarial Networks | tensorflow/models · eriklindernoren/PyTorch-GAN · eriklindernoren/Keras-GAN · +189 | 2016 |