Image Generation on Tiny-ImageNet (test)
15.77ISADAPTrelax
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ADAPTrelaxBackbone=BigGAN, Generator density=50%, Maximal discriminator density (d_max)=100%2023.02 | 15.77 | — | |
| Dense BaselineBackbone=BigGAN, Generator density=100%, Maximal discriminator density (d_max)=100%2023.02 | 14.65 | — | |
| SDST-Strong-RigLBackbone=BigGAN, Generator density=50%, Maximal discriminator density (d_max)=100%2023.02 | 14.47 | — | |
| Static-StrongBackbone=BigGAN, Generator density=50%, Maximal discriminator density (d_max)=100%2023.02 | 13.73 | — | |
| SDST-Strong-SETBackbone=BigGAN, Generator density=50%, Maximal discriminator density (d_max)=100%2023.02 | 13.73 | — | |
| ADAPTrelaxBackbone=BigGAN, Generator density=30%, Maximal discriminator density (d_max)=100%2023.02 | 13.68 | — | |
| Static-StrongBackbone=BigGAN, Generator density=30%, Maximal discriminator density (d_max)=100%2023.02 | 13.61 | — | |
| SDST-Balance-RigLBackbone=BigGAN, Generator density=50%, Maximal discriminator density (d_max)=100%2023.02 | 13.61 | — | |
| SDST-Strong-RigLBackbone=BigGAN, Generator density=30%, Maximal discriminator density (d_max)=100%2023.02 | 13.6 | — | |
| Static-BalanceBackbone=BigGAN, Generator density=50%, Maximal discriminator density (d_max)=100%2023.02 | 13.57 | — | |
| ADAPTrelaxBackbone=BigGAN, Generator density=20%, Maximal discriminator density (d_max)=100%2023.02 | 13.57 | — | |
| Static-BalanceBackbone=BigGAN, Generator density=30%, Maximal discriminator density (d_max)=100%2023.02 | 13.41 | — | |
| SDST-Strong-RigLBackbone=BigGAN, Generator density=20%, Maximal discriminator density (d_max)=100%2023.02 | 13.35 | — | |
| SDST-Balance-RigLBackbone=BigGAN, Generator density=20%, Maximal discriminator density (d_max)=100%2023.02 | 13.32 | — | |
| SDST-Strong-RigLBackbone=BigGAN, Generator density=10%, Maximal discriminator density (d_max)=100%2023.02 | 13.32 | — | |
| SDST-Balance-RigLBackbone=BigGAN, Generator density=30%, Maximal discriminator density (d_max)=100%2023.02 | 13.18 | — | |
| ADAPTrelaxBackbone=BigGAN, Generator density=10%, Maximal discriminator density (d_max)=100%2023.02 | 13.09 | — | |
| SDST-Strong-SETBackbone=BigGAN, Generator density=20%, Maximal discriminator density (d_max)=100%2023.02 | 12.84 | — | |
| SDST-Strong-SETBackbone=BigGAN, Generator density=10%, Maximal discriminator density (d_max)=100%2023.02 | 12.75 | — | |
| SDST-Balance-RigLBackbone=BigGAN, Generator density=10%, Maximal discriminator density (d_max)=100%2023.02 | 12.67 | — | |
| SDST-Balance-SETBackbone=BigGAN, Generator density=20%, Maximal discriminator density (d_max)=100%2023.02 | 12.6 | — | |
| Static-StrongBackbone=BigGAN, Generator density=20%, Maximal discriminator density (d_max)=100%2023.02 | 12.56 | — | |
| SDST-Strong-SETBackbone=BigGAN, Generator density=30%, Maximal discriminator density (d_max)=100%2023.02 | 12.46 | — | |
| SDST-Balance-SETBackbone=BigGAN, Generator density=30%, Maximal discriminator density (d_max)=100%2023.02 | 12.3 | — | |
| Static-BalanceBackbone=BigGAN, Generator density=20%, Maximal discriminator density (d_max)=100%2023.02 | 12.28 | — | |
| SDST-Balance-SETBackbone=BigGAN, Generator density=50%, Maximal discriminator density (d_max)=100%2023.02 | 12.21 | — | |
| SDST-Balance-SETBackbone=BigGAN, Generator density=10%, Maximal discriminator density (d_max)=100%2023.02 | 11.75 | — | |
| SSGAN-LABase Model=unconditional BigGAN, Label Usage=unsupervised, Evaluation Sampling=50k images2021.06 | 11.14 | 23.69 | |
| Static-BalanceBackbone=BigGAN, Generator density=10%, Maximal discriminator density (d_max)=100%2023.02 | 10.65 | — | |
| SSGAN-MSBase Model=unconditional BigGAN, Label Usage=unsupervised, Evaluation Sampling=50k images2021.06 | 10.57 | 25.76 | |
| Static-StrongBackbone=BigGAN, Generator density=10%, Maximal discriminator density (d_max)=100%2023.02 | 10.45 | — | |
| SSGANBase Model=unconditional BigGAN, Label Usage=unsupervised, Evaluation Sampling=50k images2021.06 | 10.21 | 30.09 | |
| GANBase Model=unconditional BigGAN, Label Usage=unsupervised, Evaluation Sampling=50k images2021.06 | 9.8 | 31.01 | |
| DAGAN-MDBase Model=unconditional BigGAN, Label Usage=unsupervised, Evaluation Sampling=50k images2021.06 | 8.44 | 39.57 | |
| DAGAN+Base Model=unconditional BigGAN, Label Usage=unsupervised, Evaluation Sampling=50k images2021.06 | 7.55 | 52.54 |