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ResearchFormerly WizWand

Image Generation on CIFAR-10 long-tailed (test)

12.03FIDBigGAN + gSR
10.32821.816533.30544.7935Aug 21, 2022
Updated 8mo ago

Evaluation results

MethodLinks
BigGAN + gSRImbalance Ratio=100, Resolution=32x32, D steps per G step=5, DiffAugment=true, LeCam=true2022.0812.039.21
SNGAN + gSRImbalance Ratio=100, Resolution=32x32, D steps per G step=5, DiffAugment=true, LeCam=true2022.0818.587.8
BigGANImbalance Ratio=100, Resolution=32x32, D steps per G step=5, DiffAugment=true, LeCam=true2022.0819.558.8
LSGANImbalance Ratio=100, Resolution=32x32, D steps per G step=5, DiffAugment=true, LeCam=true2022.0824.367.77
SNGANImbalance Ratio=100, Resolution=32x32, D steps per G step=5, DiffAugment=true, LeCam=true2022.0830.626.8
CBGANImbalance Ratio=100, Resolution=32x32, D steps per G step=5, DiffAugment=false, LeCam=false2022.0833.016.58
BigGAN + gSRImbalance Ratio=1000, Resolution=32x32, D steps per G step=5, DiffAugment=true, LeCam=true2022.0838.387.24
CBGANImbalance Ratio=1000, Resolution=32x32, D steps per G step=5, DiffAugment=false, LeCam=false2022.0844.825.92
SNGAN + gSRImbalance Ratio=1000, Resolution=32x32, D steps per G step=5, DiffAugment=true, LeCam=true2022.0848.695.92
BigGANImbalance Ratio=1000, Resolution=32x32, D steps per G step=5, DiffAugment=true, LeCam=true2022.0850.786.5
LSGANImbalance Ratio=1000, Resolution=32x32, D steps per G step=5, DiffAugment=true, LeCam=true2022.0851.476.54
SNGANImbalance Ratio=1000, Resolution=32x32, D steps per G step=5, DiffAugment=true, LeCam=true2022.0854.586.19