Generative Modeling on CIFAR-10 8-bit color (test)
2.49Bits per DimensionVDM
Evaluation Results
| Method | Links | |
|---|---|---|
| VDMBound type=Upper bound, Data augmentation=true2023.08 | 2.49 | |
| CR-NVAEBound type=Upper bound, Data augmentation=true2023.08 | 2.51 | |
| ARDM-Upscale 4Bound type=Upper bound, Data augmentation=false2023.08 | 2.64 | |
| VDMBound type=Upper bound, Data augmentation=false2023.08 | 2.65 | |
| BFNBound type=Upper bound, Data augmentation=false2023.08 | 2.66 | |
| Reflected DiffusionBound type=Upper bound, Data augmentation=false2023.08 | 2.68 | |
| Sparse TransformerBound type=Exact value, Data augmentation=false2023.08 | 2.8 | |
| LSGMBound type=Upper bound, Data augmentation=false2023.08 | 2.87 | |
| VDVAEBound type=Upper bound, Data augmentation=false2023.08 | 2.87 | |
| DDPM++Bound type=Upper bound, Data augmentation=false2023.08 | 2.88 | |
| Locally Masked PixelCNNBound type=Exact value, Data augmentation=false2023.08 | 2.89 | |
| Image TransformerBound type=Exact value, Data augmentation=false2023.08 | 2.89 | |
| PixelVAE++Bound type=Exact value, Data augmentation=false2023.08 | 2.9 | |
| NVAEBound type=Upper bound, Data augmentation=false2023.08 | 2.91 | |
| Improved DDPMBound type=Upper bound, Data augmentation=false2023.08 | 2.94 |