Image Generation on ImageNet 31 (train)
104.57Inception Score (IS)BigGAN*
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| BigGAN*Batch Size=2048, Reference=[25]2021.11 | 104.57 | 9.18 | — | — | |
| BigGANBatch Size=20482021.11 | 99.71 | 7.89 | 0.985 | 0.989 | |
| BigGAN*Batch Size=2048, Reference=[4]2021.11 | 99.31 | 8.51 | — | — | |
| ReACGANBatch Size=20482021.11 | 92.74 | 8.23 | 0.991 | 0.99 | |
| ReACGAN + DiffAugBatch Size=256, Augmentation=DiffAug2021.11 | 69.74 | 11.95 | 0.977 | 0.975 | |
| ReACGANBatch Size=2562021.11 | 68.27 | 13.98 | 0.976 | 0.977 | |
| ACGANBatch Size=2562021.11 | 62.99 | 26.35 | 0.935 | 0.963 | |
| SAGAN*Batch Size=2562021.11 | 52.52 | 18.28 | — | — | |
| BigGANBatch Size=2562021.11 | 43.97 | 16.36 | 0.964 | 0.955 | |
| BigGAN*Batch Size=2562021.11 | 38.05 | 22.77 | — | — | |
| BigGAN + DiffAugBatch Size=256, Augmentation=DiffAug2021.11 | 36.97 | 18.57 | 0.956 | 0.941 | |
| SNGAN*Batch Size=2562021.11 | 36.8 | 27.62 | — | — | |
| SNGANBatch Size=2562021.11 | 32.25 | 26.79 | 0.938 | 0.913 | |
| ContraGAN*Batch Size=2562021.11 | 31.1 | 19.69 | 0.951 | 0.927 | |
| SAGANBatch Size=2562021.11 | 29.85 | 34.73 | 0.849 | 0.914 | |
| TAC-GAN*Batch Size=2562021.11 | 28.86 | 23.75 | — | — | |
| ContraGANBatch Size=2562021.11 | 25.25 | 25.16 | 0.947 | 0.855 | |
| ACGAN*Batch Size=2562021.11 | 7.26 | 184.41 | — | — |