Image Generation on CIFAR-10 32x32 (train)
1.77FIDEDM G++
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| EDM G++2023.05 | 1.77 | 85.83 | 78.48 | 0.6 | 0.87 | — | — | — | |
| StyleGAN-XL2023.05 | 1.85 | 70.04 | 85.11 | 0.75 | 0.85 | — | — | — | |
| Diffusion ProjectedGANBackbone=EfficientNet-v02022.06 | 2.54 | 45 | — | — | — | — | — | — | |
| Multistage DPM-SolverFramework=Multistage2023.12 | 2.71 | — | — | — | — | — | 18.65 | 4.66 | |
| DPM-SolverFramework=Unified2023.12 | 2.73 | — | — | — | — | — | 17.65 | 7.94 | |
| ProjectedGANBackbone=EfficientNet-v02022.06 | 3.1 | 45 | — | — | — | — | — | — | |
| ADM-IP2023.05 | 3.25 | 83.65 | 80.67 | 0.65 | 0.87 | — | — | — | |
| BigGAN (PR-divergence)lambda=0.12023.05 | 11.62 | 74.58 | 81.78 | 0.66 | 0.83 | — | — | — | |
| BigGAN (PR-divergence)lambda=0.052023.05 | 13.29 | 70.63 | 81.1 | 0.61 | 0.8 | — | — | — | |
| BigGAN (PR-divergence)lambda=0.22023.05 | 13.36 | 65.13 | 84.85 | 0.74 | 0.82 | — | — | — | |
| BigGANvariant=baseline (hinge loss)2023.05 | 13.37 | 65.66 | 86.51 | 0.76 | 0.81 | — | — | — | |
| BigGANvariant=hard truncation, psi=22023.05 | 13.95 | 63.58 | 86.82 | 0.77 | 0.79 | — | — | — | |
| BigGAN (PR-divergence)lambda=12023.05 | 14.03 | 69.35 | 83.04 | 0.68 | 0.79 | — | — | — | |
| BigGAN (PR-divergence)lambda=0.52023.05 | 14.5 | 68.23 | 83.27 | 0.7 | 0.81 | — | — | — | |
| BigGAN (PR-divergence)lambda=22023.05 | 16.94 | 59.79 | 84.93 | 0.75 | 0.78 | — | — | — | |
| BigGANvariant=hard truncation, psi=12023.05 | 17.23 | 53.63 | 88.03 | 0.83 | 0.75 | — | — | — | |
| BigGANvariant=hard truncation, psi=0.52023.05 | 20.11 | 44.98 | 87.87 | 0.83 | 0.7 | — | — | — | |
| BigGAN (PR-divergence)lambda=52023.05 | 32.54 | 56.94 | 83.39 | 0.68 | 0.73 | — | — | — | |
| BigGAN (PR-divergence)lambda=102023.05 | 39.69 | 39.29 | 84.11 | 0.75 | 0.67 | — | — | — | |
| BigGAN (PR-divergence)lambda=202023.05 | 67.03 | 21.81 | 90.03 | 0.98 | 0.56 | — | — | — | |
| DenseFlow2023.05 | — | 60.81 | 88.9 | 0.86 | 0.71 | — | — | — |