Image Generation 벤치마크
Image Generation on CelebA-HQ 128x128
FID 낮을수록 좋음
- 2018-11-27 — SS-GAN (sBN): FID 24.36
- 2019-01-29 — PA-GAN: FID 15.4
- 2019-03-30 — COCO-GAN: FID 5.74
- 2020-02-28 — U-Net GAN: FID 2.03
| Rank | Model | FID | Inception score | IS | Paper | Code | Year |
|---|---|---|---|---|---|---|---|
| 1 | U-Net GAN | 2.03 | 3.33 | – | A U-Net Based Discriminator for Generative Adversarial Networks | boschresearch/unetgan · xingchenzhao/Generating-Human-Skeletons-with-Mutual-Actions-WGAN-Pytorch · xingchenzhao/deep-learning-team-project | 2020 |
| 2 | COCO-GAN | 5.74 | – | – | COCO-GAN: Generation by Parts via Conditional Coordinating | hubert0527/COCO-GAN | 2019 |
| 3 | PA-GAN | 15.4 | – | – | Progressive Augmentation of GANs | boschresearch/PA-GAN | 2019 |
| 4 | CR+LT-SNDCGAN | 16.84 | – | – | LT-GAN: Self-Supervised GAN with Latent Transformation Detection | 2020 | |
| 5 | CR-GAN | 16.97 | – | – | Consistency Regularization for Generative Adversarial Networks | 2019 | |
| 6 | SS-GAN (sBN) | 24.36 | – | – | Self-Supervised GANs via Auxiliary Rotation Loss | google/compare_gan · vandit15/Self-Supervised-Gans-Pytorch · zhangqianhui/Self-Supervised-GANs · +1 | 2018 |
| 7 | QSNGAN | 29.417 | – | 2.249 | Quaternion Generative Adversarial Networks | eleGAN23/QVAE · ispamm/hi2i · eleGAN23/QGAN | 2021 |