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ResearchFormerly WizWand

Image Generation on Tiny ImageNet

14.65Inception ScoreDense Baseline
5.010247.5128710.015512.51813May 5, 2021Aug 23, 2021Dec 12, 2021Apr 2, 2022Jul 21, 2022Nov 9, 2022Feb 28, 2023
Updated 5mo ago

Evaluation results

MethodLinks
Dense BaselineBase GAN architecture=BigGAN, Generator density=100%, Discriminator density constraint (d_max)=100%2023.0214.65——
ADAPT_strictBase GAN architecture=BigGAN, Generator density=50%, Discriminator density constraint (d_max)=50%2023.0214.4——
ADAPT_strictBase GAN architecture=BigGAN, Generator density=30%, Discriminator density constraint (d_max)=50%2023.0214.05——
ADAPT_strictBase GAN architecture=BigGAN, Generator density=10%, Discriminator density constraint (d_max)=50%2023.0213.85——
Static-StrongBase GAN architecture=BigGAN, Generator density=30%, Discriminator density constraint (d_max)=50%2023.0213.77——
SDST-Balance-RigLBase GAN architecture=BigGAN, Generator density=50%, Discriminator density constraint (d_max)=50%2023.0213.61——
SDST-Strong-RigLBase GAN architecture=BigGAN, Generator density=50%, Discriminator density constraint (d_max)=50%2023.0213.61——
ADAPT_strictBase GAN architecture=BigGAN, Generator density=20%, Discriminator density constraint (d_max)=50%2023.0213.61——
Static-BalanceBase GAN architecture=BigGAN, Generator density=50%, Discriminator density constraint (d_max)=50%2023.0213.57——
Static-StrongBase GAN architecture=BigGAN, Generator density=50%, Discriminator density constraint (d_max)=50%2023.0213.57——
SDST-Strong-RigLBase GAN architecture=BigGAN, Generator density=30%, Discriminator density constraint (d_max)=50%2023.0213.57——
Static-BalanceBase GAN architecture=BigGAN, Generator density=30%, Discriminator density constraint (d_max)=50%2023.0213.41——
SDST-Balance-RigLBase GAN architecture=BigGAN, Generator density=20%, Discriminator density constraint (d_max)=50%2023.0213.32——
SDST-Balance-RigLBase GAN architecture=BigGAN, Generator density=30%, Discriminator density constraint (d_max)=50%2023.0213.18——
SDST-Strong-SETBase GAN architecture=BigGAN, Generator density=20%, Discriminator density constraint (d_max)=50%2023.0212.87——
SDST-Balance-RigLBase GAN architecture=BigGAN, Generator density=10%, Discriminator density constraint (d_max)=50%2023.0212.67——
SDST-Strong-RigLBase GAN architecture=BigGAN, Generator density=20%, Discriminator density constraint (d_max)=50%2023.0212.66——
SDST-Balance-SETBase GAN architecture=BigGAN, Generator density=20%, Discriminator density constraint (d_max)=50%2023.0212.6——
SDST-Balance-SETBase GAN architecture=BigGAN, Generator density=30%, Discriminator density constraint (d_max)=50%2023.0212.3——
Static-BalanceBase GAN architecture=BigGAN, Generator density=20%, Discriminator density constraint (d_max)=50%2023.0212.28——
SDST-Balance-SETBase GAN architecture=BigGAN, Generator density=50%, Discriminator density constraint (d_max)=50%2023.0212.21——
SDST-Strong-SETBase GAN architecture=BigGAN, Generator density=50%, Discriminator density constraint (d_max)=50%2023.0212.21——
SDST-Strong-SETBase GAN architecture=BigGAN, Generator density=30%, Discriminator density constraint (d_max)=50%2023.0212.16——
SDST-Strong-RigLBase GAN architecture=BigGAN, Generator density=10%, Discriminator density constraint (d_max)=50%2023.0212.04——
SDST-Strong-SETBase GAN architecture=BigGAN, Generator density=10%, Discriminator density constraint (d_max)=50%2023.0212——
SDST-Balance-SETBase GAN architecture=BigGAN, Generator density=10%, Discriminator density constraint (d_max)=50%2023.0211.75——
Static-StrongBase GAN architecture=BigGAN, Generator density=20%, Discriminator density constraint (d_max)=50%2023.0211.61——
Static-BalanceBase GAN architecture=BigGAN, Generator density=10%, Discriminator density constraint (d_max)=50%2023.0210.65——
Static-StrongBase GAN architecture=BigGAN, Generator density=10%, Discriminator density constraint (d_max)=50%2023.029.99——
EAGAN2021.058.67348.374—
SAGAN2021.058.34251.414—
ProjGAN2021.056.22489.175—
DCGAN2021.055.6491.625—
LSGAN2021.055.38190.008—
BigGANSource=This paper's implementation2020.06—31.771—
BOLT-GANDiscriminator Architecture=Res. CNN2025.10—68.9—
BOLT-GANDiscriminator Architecture=ViT-style2025.10—64.1—
BOLT-GANTraining Epochs=1002025.10—68.9—
ContraGANSource=This paper's implementation2020.06—29.4927.2
HINGE-GANTraining Epochs=1002025.10—71.6—
SAGANSource=This paper's implementation2020.06—46.221—
SNResGANSource=This paper's implementation2020.06—47.055—
WGANDiscriminator Architecture=Res. CNN2025.10—74.8—
WGANDiscriminator Architecture=ViT-style2025.10—70.6—
WGANTraining Epochs=1002025.10—74.8—