Image Generation on CUB200 (train)
6.09Inception ScoreACGAN
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| ACGANImplementation Source=StudioGAN library2021.11 | 6.09 | 60.73 | 72.6 | 89.1 | |
| BigGAN + DiffAugImplementation Source=StudioGAN library, Differentiable Augmentation (DiffAug)=true2021.11 | 5.53 | 12.15 | 96.7 | 98.1 | |
| Real Data2021.11 | 5.49 | — | — | — | |
| SAGANImplementation Source=StudioGAN library2021.11 | 5.48 | 54.29 | 72.8 | 88.2 | |
| SNGANImplementation Source=StudioGAN library2021.11 | 5.41 | 47.75 | 75.4 | 91.2 | |
| ContraGAN + DiffAugImplementation Source=StudioGAN library, Differentiable Augmentation (DiffAug)=true2021.11 | 5.39 | 11.02 | 97.8 | 97 | |
| ContraGANImplementation Source=StudioGAN library2021.11 | 5.34 | 21.16 | 93.5 | 94.2 | |
| ReACGAN + DiffAugImplementation Source=StudioGAN library, Differentiable Augmentation (DiffAug)=true2021.11 | 5.22 | 9.27 | 98.5 | 98.3 | |
| BigGAN + CRImplementation Source=StudioGAN library, Consistency Regularization (CR)=true2021.11 | 5.14 | 11.97 | 97.8 | 98.1 | |
| BigGANImplementation Source=StudioGAN library2021.11 | 4.98 | 18.3 | 92.4 | 96.7 | |
| ReACGANImplementation Source=StudioGAN library2021.11 | 4.91 | 15.4 | 97 | 95.4 | |
| ContraGAN + CRImplementation Source=StudioGAN library, Consistency Regularization (CR)=true2021.11 | 4.9 | 11.08 | 98.4 | 96.7 | |
| ReACGAN + CRImplementation Source=StudioGAN library, Consistency Regularization (CR)=true2021.11 | 4.87 | 10.72 | 98.5 | 97.1 | |
| ACGAN2021.11 | 0.73 | 9.2 | 3.6 | 10.2 | |
| SNGAN2021.11 | 0.35 | 2.08 | 2 | 1 | |
| SAGAN2021.11 | 0.2 | 11.62 | 7 | 3.9 | |
| BigGANAugmentation=DiffAug2021.11 | 0.18 | 1.1 | 0.4 | 0.1 | |
| ContraGAN2021.11 | 0.13 | 1.36 | 0.8 | 2.1 | |
| BigGAN2021.11 | 0.11 | 2.83 | 2 | 0.8 | |
| ReACGAN2021.11 | 0.09 | 0.8 | 0.7 | 0.9 | |
| ContraGANRegularization=CR2021.11 | 0.07 | 0.15 | 0.4 | 0.3 | |
| ReACGANRegularization=CR2021.11 | 0.07 | 0.45 | 0.3 | 0.3 | |
| ContraGANAugmentation=DiffAug2021.11 | 0.07 | 0.15 | 0.4 | 0.3 | |
| ReACGANAugmentation=DiffAug2021.11 | 0.05 | 0.66 | 0.2 | 0.1 | |
| BigGANRegularization=CR2021.11 | 0 | 0.85 | 0.4 | 0.3 |