Density Estimation on ImageNet 32
3.79Bits-per-dimensionSPN
Evaluation Results
| Method | Links | |
|---|---|---|
| SPNArchitecture Category=Models with autoregressive components, Dequantization=uniform noise injection2020.02 | 3.79 | |
| PixelSNAILArchitecture Category=Models with autoregressive components, Dequantization=uniform noise injection2020.02 | 3.8 | |
| Flow++Architecture Category=Flow-based models, Dequantization=variational dequantization2020.02 | 3.86 | |
| ANFArchitecture Category=Flow-based models, Dequantization=variational dequantization2020.02 | 3.92 | |
| PixelCNNArchitecture Category=Models with autoregressive components, Dequantization=uniform noise injection, Multiscale=true2020.02 | 3.95 | |
| ResidualArchitecture Category=Flow-based models, Dequantization=uniform noise injection2020.02 | 4.01 | |
| GlowArchitecture Category=Flow-based models, Dequantization=uniform noise injection2020.02 | 4.09 | |
| Real NVPArchitecture Category=Flow-based models, Dequantization=uniform noise injection2020.02 | 4.28 |