Metric: FID (lower is better)
| # | Model↕ | FID▲ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | StyleSwin | 4.43 | No | StyleSwin: Transformer-based GAN for High-resolu... | 2021-12-20 | Code |
| 2 | StyleGAN | 5.06 | No | A Style-Based Generator Architecture for Generat... | 2018-12-12 | Code |
| 3 | PG-SWGAN | 5.5 | No | Sliced Wasserstein Generative Models | 2019-04-10 | Code |
| 4 | WaveDiff | 5.98 | No | Wavelet Diffusion Models are fast and scalable I... | 2022-11-29 | Code |
| 5 | MSG-StyleGAN | 6.37 | No | MSG-GAN: Multi-Scale Gradients for Generative Ad... | 2019-03-14 | Code |
| 6 | Polarity-ProGAN | 7.28 | No | Polarity Sampling: Quality and Diversity Control... | 2022-03-03 | Code |
| 7 | PGGAN | 7.3 | No | Progressive Growing of GANs for Improved Quality... | 2017-10-27 | Code |
| 8 | HiT-B | 8.83 | No | Improved Transformer for High-Resolution GANs | 2021-06-14 | Code |
| 9 | COCO-GAN | 9.49 | No | COCO-GAN: Generation by Parts via Conditional Co... | 2019-03-30 | Code |