Metric: FID (lower is better)
| # | Model↕ | FID▲ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Vision-aided GAN | 3.87 | No | Ensembling Off-the-shelf Models for GAN Training | 2021-12-16 | Code |
| 2 | Projected GAN | 3.89 | No | Projected GANs Converge Faster | 2021-11-01 | Code |
| 3 | ADM (dropout) | 5.57 | No | Diffusion Models Beat GANs on Image Synthesis | 2021-05-11 | Code |
| 4 | Polarity-StyleGAN2 | 6.34 | No | Polarity Sampling: Quality and Diversity Control... | 2022-03-03 | Code |
| 5 | StyleGAN2 | 6.93 | No | Analyzing and Improving the Image Quality of Sty... | 2019-12-03 | Code |
| 6 | Denoising Diffusion Probabilistic Model | 19.75 | No | Denoising Diffusion Probabilistic Models | 2020-06-19 | Code |
| 7 | PGGAN | 37.52 | No | Progressive Growing of GANs for Improved Quality... | 2017-10-27 | Code |