Image Generation on Stacked MNIST
1,000ModesPacGAN2
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PacGAN2Supervision=Unsupervised2021.04 | 1,000 | 0.06 | |
| PacGAN3Supervision=Unsupervised2021.04 | 1,000 | 0.06 | |
| PacGAN4Supervision=Unsupervised2021.04 | 1,000 | 0.07 | |
| Logo-GAN-AESupervision=Unsupervised2021.04 | 1,000 | 0.09 | |
| Self-Cond-GANSupervision=Unsupervised2021.04 | 1,000 | 0.08 | |
| Partition GANSupervision=Unsupervised2021.04 | 1,000 | 0.02 | |
| PGMGANSupervision=Unsupervised2021.04 | 1,000 | 0.02 | |
| Logo-GAN-RCSupervision=Supervised2021.04 | 1,000 | 0.08 | |
| Class-conditional GANSupervision=Supervised2021.04 | 1,000 | 0.08 | |
| WGAN-0GPArchitecture=MLP2021.11 | 1,000 | 0.048 | |
| MEGArchitecture=MLP2021.11 | 1,000 | 0.042 | |
| EBM-0GPArchitecture=MLP2021.11 | 1,000 | 0.039 | |
| EBM-BBArchitecture=MLP2021.11 | 1,000 | 0.045 | |
| VAEBM2020.10 | 1,000 | 0.087 | |
| PresGAN2021.12 | 1,000 | 0.115 | |
| Adv. DSM2021.12 | 1,000 | 1.49 | |
| VAEBM2021.12 | 1,000 | 0.087 | |
| Denoising Diffusion GANDenoising steps=42021.12 | 1,000 | 0.071 | |
| PresGAN2020.10 | 999.6 | 0.115 | |
| InclusiveGAN2020.10 | 997 | 0.2 | |
| InclusiveGAN2021.12 | 997 | 0.2 | |
| PacGAN2020.10 | 992 | 0.277 | |
| PacGAN2021.12 | 992 | 0.277 | |
| VERAArchitecture=MLP2021.11 | 989 | 0.152 | |
| StyleGAN22020.10 | 940 | 0.424 | |
| StyleGAN22021.12 | 940 | 0.424 | |
| VEEGAN2021.12 | 762 | 2.173 | |
| VEEGAN2020.10 | 761.8 | 2.173 | |
| Random Partition IDSupervision=Unsupervised2021.04 | 570 | 1.23 | |
| SNGANArchitecture=MLP2021.11 | 441 | 2.755 | |
| DCGANArchitecture=MLP2021.11 | 392 | 8.012 | |
| GANSupervision=Unsupervised2021.04 | 133.4 | 2.97 |