Image Generation on STL-10
13.68FIDProjected GAN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Projected GANResolution=256x2562021.11 | 13.68 | — | |
| PGMGANlearning_type=Unsupervised2021.04 | 19.52 | 11.16 | |
| TransGANResolution=256x2562021.11 | 25.32 | — | |
| I^2GANlearning_type=Unsupervised2021.04 | 25.35 | 9.51 | |
| Partition GANlearning_type=Unsupervised2021.04 | 26.28 | 10.35 | |
| ADAPT_strictArchitecture=SNGAN, Generator density=50%, Discriminator density constraint=< 50%2023.02 | 29.11 | — | |
| Dense BaselineArchitecture=SNGAN, Generator density=100%, Discriminator density=100%2023.02 | 29.71 | — | |
| SDST-Balance-RigLArchitecture=SNGAN, Generator density=50%, Discriminator density constraint=< 50%2023.02 | 30.3 | — | |
| SDST-Strong-RigLArchitecture=SNGAN, Generator density=50%, Discriminator density constraint=< 50%2023.02 | 30.3 | — | |
| DGflowBase Model=OCFGAN-GP, Refinement Variant=log D2020.12 | 30.61 | — | |
| SDST-Balance-SETArchitecture=SNGAN, Generator density=50%, Discriminator density constraint=< 50%2023.02 | 30.8 | — | |
| SDST-Strong-SETArchitecture=SNGAN, Generator density=50%, Discriminator density constraint=< 50%2023.02 | 30.8 | — | |
| AutoGANlearning_type=Unsupervised2021.04 | 31.01 | 9.16 | |
| DGflowBase Model=OCFGAN-GP, Refinement Variant=KL2020.12 | 31.12 | — | |
| ADAPT_strictArchitecture=SNGAN, Generator density=30%, Discriminator density constraint=< 50%2023.02 | 31.16 | — | |
| ADAPT_strictArchitecture=SNGAN, Generator density=20%, Discriminator density constraint=< 50%2023.02 | 31.59 | — | |
| SDST-Balance-RigLArchitecture=SNGAN, Generator density=30%, Discriminator density constraint=< 50%2023.02 | 31.64 | — | |
| SDST-Strong-RigLArchitecture=SNGAN, Generator density=30%, Discriminator density constraint=< 50%2023.02 | 31.98 | — | |
| SDST-Balance-RigLArchitecture=SNGAN, Generator density=20%, Discriminator density constraint=< 50%2023.02 | 33.9 | — | |
| DGflowBase Model=OCFGAN-GP, Refinement Variant=JS2020.12 | 36.05 | — | |
| Dist-GANExperimental Setup=[23], Architecture=CNN, Loss Function=hinge loss2018.03 | 36.19 | — | |
| Dist-GANlearning_type=Unsupervised2021.04 | 36.19 | — | |
| Dist-GANreported_in_original_paper=true2021.01 | 36.19 | — | |
| OCFGAN-GP2020.12 | 36.55 | — | |
| SDST-Strong-RigLArchitecture=SNGAN, Generator density=20%, Discriminator density constraint=< 50%2023.02 | 37.34 | — | |
| Improved MMDlearning_type=Unsupervised2021.04 | 37.63 | 9.34 | |
| STATIC-BalanceArchitecture=SNGAN, Generator density=50%, Discriminator density constraint=< 50%2023.02 | 37.68 | — | |
| STATIC-StrongArchitecture=SNGAN, Generator density=50%, Discriminator density constraint=< 50%2023.02 | 37.68 | — | |
| SDST-Strong-SETArchitecture=SNGAN, Generator density=30%, Discriminator density constraint=< 50%2023.02 | 38.13 | — | |
| SN-GANlearning_type=Unsupervised2021.04 | 40.15 | 9.1 | |
| STATIC-StrongArchitecture=SNGAN, Generator density=30%, Discriminator density constraint=< 50%2023.02 | 40.73 | — | |
| BOLT-GANDiscriminator Architecture=ViT-style2025.10 | 40.9 | — | |
| ADAPT_strictArchitecture=SNGAN, Generator density=10%, Discriminator density constraint=< 50%2023.02 | 41.18 | — | |
| SDST-Balance-SETArchitecture=SNGAN, Generator density=30%, Discriminator density constraint=< 50%2023.02 | 41.23 | — | |
| STATIC-BalanceArchitecture=SNGAN, Generator density=30%, Discriminator density constraint=< 50%2023.02 | 41.73 | — | |
| DGflowBase Model=MMDGAN, Refinement Variant=log D2020.12 | 43.06 | — | |
| SDST-Balance-RigLArchitecture=SNGAN, Generator density=10%, Discriminator density constraint=< 50%2023.02 | 43.08 | — | |
| SN-GANExperimental Setup=[23], Architecture=CNN, Loss Function=hinge loss2018.03 | 43.2 | — | |
| DGflowBase Model=MMDGAN, Refinement Variant=KL2020.12 | 43.21 | — | |
| STATIC-StrongArchitecture=SNGAN, Generator density=20%, Discriminator density constraint=< 50%2023.02 | 44.06 | — | |
| SDST-Balance-SETArchitecture=SNGAN, Generator density=20%, Discriminator density constraint=< 50%2023.02 | 44.51 | — | |
| STATIC-BalanceArchitecture=SNGAN, Generator density=20%, Discriminator density constraint=< 50%2023.02 | 44.67 | — | |
| BOLT-GANDiscriminator Architecture=Res. CNN2025.10 | 44.8 | — | |
| BOLT-GANTraining Epochs=1002025.10 | 44.8 | — | |
| WGANDiscriminator Architecture=ViT-style2025.10 | 45.5 | — | |
| DGflowBase Model=MMDGAN, Refinement Variant=JS2020.12 | 46.74 | — | |
| ProbGANlearning_type=Unsupervised2021.04 | 46.74 | 8.87 | |
| HINGE-GANTraining Epochs=1002025.10 | 46.9 | — | |
| MMDGAN2020.12 | 47.2 | — | |
| STATIC-BalanceArchitecture=SNGAN, Generator density=10%, Discriminator density constraint=< 50%2023.02 | 48.18 | — | |
| WGANDiscriminator Architecture=Res. CNN2025.10 | 49.7 | — | |
| WGANTraining Epochs=1002025.10 | 49.7 | — | |
| SDST-Strong-SETArchitecture=SNGAN, Generator density=20%, Discriminator density constraint=< 50%2023.02 | 50.05 | — | |
| STATIC-StrongArchitecture=SNGAN, Generator density=10%, Discriminator density constraint=< 50%2023.02 | 50.36 | — | |
| DuelGANreported_in_original_paper=false2021.01 | 51.37 | — | |
| AGANlearning_type=Unsupervised2021.04 | 52.75 | 9.23 | |
| SDST-Strong-RigLArchitecture=SNGAN, Generator density=10%, Discriminator density constraint=< 50%2023.02 | 53.74 | — | |
| D2GANreported_in_original_paper=false2021.01 | 54.12 | — | |
| SDST-Balance-SETArchitecture=SNGAN, Generator density=10%, Discriminator density constraint=< 50%2023.02 | 56.24 | — | |
| SDST-Strong-SETArchitecture=SNGAN, Generator density=10%, Discriminator density constraint=< 50%2023.02 | 57.91 | — | |
| QSNGANreported_in_original_paper=true2021.01 | 59.61 | — | |
| DCGANreported_in_original_paper=false2021.01 | 59.79 | — | |
| WGANreported_in_original_paper=true2021.01 | 60.21 | — | |
| LSGANreported_in_original_paper=false2021.01 | 70.37 | — | |
| DRAGANreported_in_original_paper=false2021.01 | 91.07 | — | |
| DGflowBase Model=VAE, Refinement Variant=KL2020.12 | 130.1 | — | |
| DGflowBase Model=VAE, Refinement Variant=log D2020.12 | 132.5 | — | |
| DGflowBase Model=VAE, Refinement Variant=JS2020.12 | 149.9 | — | |
| VAE2020.12 | 150.5 | — | |
| VFA-GAN2021.06 | 167.26 | — | |
| VAE2021.06 | 201.59 | — | |
| GAN2021.06 | 247.35 | — | |
| VFA2021.06 | 259.96 | — | |
| ADAPT_strictBase GAN architecture=SNGAN, Generator density=10%, Discriminator density constraint (d_max)=50%2023.02 | — | 8.98 | |
| ADAPT_strictBase GAN architecture=SNGAN, Generator density=20%, Discriminator density constraint (d_max)=50%2023.02 | — | 9.17 | |
| ADAPT_strictBase GAN architecture=SNGAN, Generator density=30%, Discriminator density constraint (d_max)=50%2023.02 | — | 9.2 | |
| ADAPT_strictBase GAN architecture=SNGAN, Generator density=50%, Discriminator density constraint (d_max)=50%2023.02 | — | 9.19 | |
| D2GANlearning_type=Unsupervised2021.04 | — | 7.98 | |
| Dense BaselineBase GAN architecture=SNGAN, Generator density=100%, Discriminator density constraint (d_max)=100%2023.02 | — | 8.48 | |
| DFMlearning_type=Unsupervised2021.04 | — | 8.51 | |
| MGANlearning_type=Unsupervised2021.04 | — | 9.22 | |
| SDST-Balance-RigLBase GAN architecture=SNGAN, Generator density=10%, Discriminator density constraint (d_max)=50%2023.02 | — | 8.98 | |
| SDST-Balance-RigLBase GAN architecture=SNGAN, Generator density=20%, Discriminator density constraint (d_max)=50%2023.02 | — | 9.07 | |
| SDST-Balance-RigLBase GAN architecture=SNGAN, Generator density=30%, Discriminator density constraint (d_max)=50%2023.02 | — | 9.12 | |
| SDST-Balance-RigLBase GAN architecture=SNGAN, Generator density=50%, Discriminator density constraint (d_max)=50%2023.02 | — | 9.28 | |
| SDST-Balance-SETBase GAN architecture=SNGAN, Generator density=10%, Discriminator density constraint (d_max)=50%2023.02 | — | 8.43 | |
| SDST-Balance-SETBase GAN architecture=SNGAN, Generator density=20%, Discriminator density constraint (d_max)=50%2023.02 | — | 8.92 | |
| SDST-Balance-SETBase GAN architecture=SNGAN, Generator density=30%, Discriminator density constraint (d_max)=50%2023.02 | — | 9.26 | |
| SDST-Balance-SETBase GAN architecture=SNGAN, Generator density=50%, Discriminator density constraint (d_max)=50%2023.02 | — | 9.31 | |
| SDST-Strong-RigLBase GAN architecture=SNGAN, Generator density=10%, Discriminator density constraint (d_max)=50%2023.02 | — | 8.28 | |
| SDST-Strong-RigLBase GAN architecture=SNGAN, Generator density=20%, Discriminator density constraint (d_max)=50%2023.02 | — | 9.05 | |
| SDST-Strong-RigLBase GAN architecture=SNGAN, Generator density=30%, Discriminator density constraint (d_max)=50%2023.02 | — | 9.11 | |
| SDST-Strong-RigLBase GAN architecture=SNGAN, Generator density=50%, Discriminator density constraint (d_max)=50%2023.02 | — | 9.28 | |
| SDST-Strong-SETBase GAN architecture=SNGAN, Generator density=10%, Discriminator density constraint (d_max)=50%2023.02 | — | 8.5 | |
| SDST-Strong-SETBase GAN architecture=SNGAN, Generator density=20%, Discriminator density constraint (d_max)=50%2023.02 | — | 8.77 | |
| SDST-Strong-SETBase GAN architecture=SNGAN, Generator density=30%, Discriminator density constraint (d_max)=50%2023.02 | — | 9.46 | |
| SDST-Strong-SETBase GAN architecture=SNGAN, Generator density=50%, Discriminator density constraint (d_max)=50%2023.02 | — | 9.26 | |
| Static-BalanceBase GAN architecture=SNGAN, Generator density=10%, Discriminator density constraint (d_max)=50%2023.02 | — | 7.94 | |
| Static-BalanceBase GAN architecture=SNGAN, Generator density=20%, Discriminator density constraint (d_max)=50%2023.02 | — | 8.19 | |
| Static-BalanceBase GAN architecture=SNGAN, Generator density=30%, Discriminator density constraint (d_max)=50%2023.02 | — | 8.44 |