Image Generation on Tiny ImageNet
14.65Inception ScoreDense Baseline
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Dense BaselineBase GAN architecture=BigGAN, Generator density=100%, Discriminator density constraint (d_max)=100%2023.02 | 14.65 | — | — | |
| ADAPT_strictBase GAN architecture=BigGAN, Generator density=50%, Discriminator density constraint (d_max)=50%2023.02 | 14.4 | — | — | |
| ADAPT_strictBase GAN architecture=BigGAN, Generator density=30%, Discriminator density constraint (d_max)=50%2023.02 | 14.05 | — | — | |
| ADAPT_strictBase GAN architecture=BigGAN, Generator density=10%, Discriminator density constraint (d_max)=50%2023.02 | 13.85 | — | — | |
| Static-StrongBase GAN architecture=BigGAN, Generator density=30%, Discriminator density constraint (d_max)=50%2023.02 | 13.77 | — | — | |
| SDST-Balance-RigLBase GAN architecture=BigGAN, Generator density=50%, Discriminator density constraint (d_max)=50%2023.02 | 13.61 | — | — | |
| SDST-Strong-RigLBase GAN architecture=BigGAN, Generator density=50%, Discriminator density constraint (d_max)=50%2023.02 | 13.61 | — | — | |
| ADAPT_strictBase GAN architecture=BigGAN, Generator density=20%, Discriminator density constraint (d_max)=50%2023.02 | 13.61 | — | — | |
| Static-BalanceBase GAN architecture=BigGAN, Generator density=50%, Discriminator density constraint (d_max)=50%2023.02 | 13.57 | — | — | |
| Static-StrongBase GAN architecture=BigGAN, Generator density=50%, Discriminator density constraint (d_max)=50%2023.02 | 13.57 | — | — | |
| SDST-Strong-RigLBase GAN architecture=BigGAN, Generator density=30%, Discriminator density constraint (d_max)=50%2023.02 | 13.57 | — | — | |
| Static-BalanceBase GAN architecture=BigGAN, Generator density=30%, Discriminator density constraint (d_max)=50%2023.02 | 13.41 | — | — | |
| SDST-Balance-RigLBase GAN architecture=BigGAN, Generator density=20%, Discriminator density constraint (d_max)=50%2023.02 | 13.32 | — | — | |
| SDST-Balance-RigLBase GAN architecture=BigGAN, Generator density=30%, Discriminator density constraint (d_max)=50%2023.02 | 13.18 | — | — | |
| SDST-Strong-SETBase GAN architecture=BigGAN, Generator density=20%, Discriminator density constraint (d_max)=50%2023.02 | 12.87 | — | — | |
| SDST-Balance-RigLBase GAN architecture=BigGAN, Generator density=10%, Discriminator density constraint (d_max)=50%2023.02 | 12.67 | — | — | |
| SDST-Strong-RigLBase GAN architecture=BigGAN, Generator density=20%, Discriminator density constraint (d_max)=50%2023.02 | 12.66 | — | — | |
| SDST-Balance-SETBase GAN architecture=BigGAN, Generator density=20%, Discriminator density constraint (d_max)=50%2023.02 | 12.6 | — | — | |
| SDST-Balance-SETBase GAN architecture=BigGAN, Generator density=30%, Discriminator density constraint (d_max)=50%2023.02 | 12.3 | — | — | |
| Static-BalanceBase GAN architecture=BigGAN, Generator density=20%, Discriminator density constraint (d_max)=50%2023.02 | 12.28 | — | — | |
| SDST-Balance-SETBase GAN architecture=BigGAN, Generator density=50%, Discriminator density constraint (d_max)=50%2023.02 | 12.21 | — | — | |
| SDST-Strong-SETBase GAN architecture=BigGAN, Generator density=50%, Discriminator density constraint (d_max)=50%2023.02 | 12.21 | — | — | |
| SDST-Strong-SETBase GAN architecture=BigGAN, Generator density=30%, Discriminator density constraint (d_max)=50%2023.02 | 12.16 | — | — | |
| SDST-Strong-RigLBase GAN architecture=BigGAN, Generator density=10%, Discriminator density constraint (d_max)=50%2023.02 | 12.04 | — | — | |
| SDST-Strong-SETBase GAN architecture=BigGAN, Generator density=10%, Discriminator density constraint (d_max)=50%2023.02 | 12 | — | — | |
| SDST-Balance-SETBase GAN architecture=BigGAN, Generator density=10%, Discriminator density constraint (d_max)=50%2023.02 | 11.75 | — | — | |
| Static-StrongBase GAN architecture=BigGAN, Generator density=20%, Discriminator density constraint (d_max)=50%2023.02 | 11.61 | — | — | |
| Static-BalanceBase GAN architecture=BigGAN, Generator density=10%, Discriminator density constraint (d_max)=50%2023.02 | 10.65 | — | — | |
| Static-StrongBase GAN architecture=BigGAN, Generator density=10%, Discriminator density constraint (d_max)=50%2023.02 | 9.99 | — | — | |
| EAGAN2021.05 | 8.673 | 48.374 | — | |
| SAGAN2021.05 | 8.342 | 51.414 | — | |
| ProjGAN2021.05 | 6.224 | 89.175 | — | |
| DCGAN2021.05 | 5.64 | 91.625 | — | |
| LSGAN2021.05 | 5.381 | 90.008 | — | |
| 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 | — | 29.492 | 7.2 | |
| 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 | — |