Image Generation on FFHQ 256x256 (FID, Precision, Recall, Density, Coverage)
2.19FIDSTYLEGAN-XL
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| STYLEGAN-XL2023.05 | 2.19 | 79.91 | 38.79 | 0.86 | 0.73 | |
| PR-divergence fine-tuned BigGANlambda=0.52023.05 | 35.24 | 78.41 | 9.66 | 0.89 | 0.6 | |
| PR-divergence fine-tuned BigGANlambda=0.22023.05 | 35.66 | 78.7 | 9.45 | 0.88 | 0.6 | |
| PR-divergence fine-tuned BigGANlambda=12023.05 | 35.91 | 78.95 | 8.32 | 0.9 | 0.57 | |
| PR-divergence fine-tuned BigGANlambda=22023.05 | 36.33 | 81.1 | 8.69 | 1.05 | 0.64 | |
| PR-divergence fine-tuned BigGANlambda=52023.05 | 38.16 | 84.31 | 8.52 | 1.15 | 0.63 | |
| BASELINE BIGGANBackbone=BigGAN, Fine-tuning=false2023.05 | 41.41 | 65.57 | 10.17 | 0.52 | 0.47 | |
| HARD Truncationsigma=2, type=hard2023.05 | 43.32 | 68.84 | 8.66 | 0.58 | 0.47 | |
| HARD Truncationsigma=1, type=hard2023.05 | 56.19 | 76.44 | 4.76 | 0.75 | 0.44 | |
| SOFT Truncationpsi=0.7, type=soft2023.05 | 56.43 | 76.59 | 4.87 | 0.7 | 0.41 | |
| HARD Truncationsigma=0.5, type=hard2023.05 | 71.32 | 80.99 | 4.84 | 0.84 | 0.36 | |
| SOFT Truncationpsi=0.5, type=soft2023.05 | 82.05 | 84.48 | 1.58 | 0.89 | 0.32 |