Density Estimation on CIFAR-10
2.49bpdVDM
Evaluation results
| Method | Links | |
|---|---|---|
| VDMdata augmentation=true2022.03 | 2.49 | |
| CR-NVAEdata augmentation=true2022.03 | 2.51 | |
| Aug. Sparse Transformerdata augmentation=true2022.03 | 2.53 | |
| Combiner-AxialArchitecture=128-layer, Data Augmentation=None2021.07 | 2.77 | |
| Sparse TransformerData Augmentation=None2021.07 | 2.8 | |
| Sparse Transformerdata augmentation=false2022.03 | 2.8 | |
| delta-VAEdata augmentation=false2022.03 | 2.83 | |
| PixelSNAILArchitecture Category=Models with autoregressive components, Dequantization=uniform noise injection2020.02 | 2.85 | |
| PixelSNAILData Augmentation=None2021.07 | 2.85 | |
| VDVAEdata augmentation=false2022.03 | 2.87 | |
| Efficient-VDVAEdata augmentation=false2022.03 | 2.87 | |
| Locally Masked PixelCNNdata augmentation=false2022.03 | 2.89 | |
| Image Transformerdata augmentation=false2022.03 | 2.89 | |
| Image TransformerData Augmentation=None2021.07 | 2.9 | |
| PixelVAE++data augmentation=false2022.03 | 2.9 | |
| NVAEdata augmentation=false2022.03 | 2.91 | |
| PixelCNN++Data Augmentation=None2021.07 | 2.92 | |
| DenseFlowdata augmentation=false2022.03 | 2.98 | |
| PixelCNNData Augmentation=None2021.07 | 3.03 | |
| UDMdata augmentation=false2022.03 | 3.04 | |
| ANFArchitecture Category=Flow-based models, Dequantization=variational dequantization2020.02 | 3.05 | |
| ANFdata augmentation=false2022.03 | 3.05 | |
| Flow++data augmentation=false2022.03 | 3.08 | |
| Flow++Architecture Category=Flow-based models, Dequantization=variational dequantization2020.02 | 3.09 | |
| VAE + IAFArchitecture Category=Models with autoregressive components, Dequantization=uniform noise injection2020.02 | 3.11 | |
| PixelCNNArchitecture Category=Models with autoregressive components, Dequantization=uniform noise injection2020.02 | 3.14 | |
| MaCowArchitecture Category=Flow-based models, Dequantization=variational dequantization2020.02 | 3.16 | |
| MaCowdata augmentation=false2022.03 | 3.16 | |
| ResidualArchitecture Category=Flow-based models, Dequantization=uniform noise injection2020.02 | 3.28 | |
| MintNet2019.07 | 3.32 | |
| Glow2019.07 | 3.35 | |
| GlowArchitecture Category=Flow-based models, Dequantization=uniform noise injection2020.02 | 3.35 | |
| GLOWdata augmentation=false2022.03 | 3.35 | |
| FFJORD2019.07 | 3.4 | |
| FFJORDArchitecture Category=Flow-based models, Dequantization=uniform noise injection2020.02 | 3.4 | |
| i-ResNet2019.07 | 3.45 | |
| Real NVP2019.07 | 3.49 | |
| Real NVPArchitecture Category=Flow-based models, Dequantization=uniform noise injection2020.02 | 3.49 | |
| MAF2019.07 | 4.31 | |
| NICEZCA preprocessing=true2019.07 | 4.48 |