Image Generation on CIFAR-10 long-tailed (test)
12.03FIDBigGAN + gSR
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| BigGAN + gSRImbalance Ratio=100, Resolution=32x32, D steps per G step=5, DiffAugment=true, LeCam=true2022.08 | 12.03 | 9.21 | |
| SNGAN + gSRImbalance Ratio=100, Resolution=32x32, D steps per G step=5, DiffAugment=true, LeCam=true2022.08 | 18.58 | 7.8 | |
| BigGANImbalance Ratio=100, Resolution=32x32, D steps per G step=5, DiffAugment=true, LeCam=true2022.08 | 19.55 | 8.8 | |
| LSGANImbalance Ratio=100, Resolution=32x32, D steps per G step=5, DiffAugment=true, LeCam=true2022.08 | 24.36 | 7.77 | |
| SNGANImbalance Ratio=100, Resolution=32x32, D steps per G step=5, DiffAugment=true, LeCam=true2022.08 | 30.62 | 6.8 | |
| CBGANImbalance Ratio=100, Resolution=32x32, D steps per G step=5, DiffAugment=false, LeCam=false2022.08 | 33.01 | 6.58 | |
| BigGAN + gSRImbalance Ratio=1000, Resolution=32x32, D steps per G step=5, DiffAugment=true, LeCam=true2022.08 | 38.38 | 7.24 | |
| CBGANImbalance Ratio=1000, Resolution=32x32, D steps per G step=5, DiffAugment=false, LeCam=false2022.08 | 44.82 | 5.92 | |
| SNGAN + gSRImbalance Ratio=1000, Resolution=32x32, D steps per G step=5, DiffAugment=true, LeCam=true2022.08 | 48.69 | 5.92 | |
| BigGANImbalance Ratio=1000, Resolution=32x32, D steps per G step=5, DiffAugment=true, LeCam=true2022.08 | 50.78 | 6.5 | |
| LSGANImbalance Ratio=1000, Resolution=32x32, D steps per G step=5, DiffAugment=true, LeCam=true2022.08 | 51.47 | 6.54 | |
| SNGANImbalance Ratio=1000, Resolution=32x32, D steps per G step=5, DiffAugment=true, LeCam=true2022.08 | 54.58 | 6.19 |