Generative Modeling on ImageNet 32x32 downsampled
3.77Bits Per DimensionImage Transformer
Evaluation Results
| Method | Links | |
|---|---|---|
| Image Transformer2018.12 | 3.77 | |
| δ-VAEResolution=32x322020.07 | 3.77 | |
| Image TransformerResolution=32x322020.07 | 3.77 | |
| Decoder baselineSubscaling=None2018.12 | 3.79 | |
| PixelSNAIL2018.12 | 3.8 | |
| PixelSNAILResolution=32x322020.07 | 3.8 | |
| Gated PixelCNN2018.12 | 3.83 | |
| Gated PixelCNNResolution=32x322020.07 | 3.83 | |
| SPNSlices=16x162018.12 | 3.85 | |
| SPNResolution=32x322020.07 | 3.85 | |
| Flow++Resolution=32x322020.07 | 3.86 | |
| PixelRNNResolution=32x322020.07 | 3.86 | |
| SPNSlices=8x82018.12 | 3.91 | |
| NVAEResolution=32x32, Flow=With flow2020.07 | 3.92 | |
| ANFResolution=32x322020.07 | 3.92 | |
| Parallel Multiscale2018.12 | 3.95 | |
| BIVAResolution=32x322020.07 | 3.96 | |
| Residual flowResolution=32x322020.07 | 4.01 | |
| GlowK=32, L=3, resolution=32x32, permutation=invertible 1 x 1 convolution2018.07 | 4.09 | |
| Glow2018.12 | 4.09 | |
| GLOWResolution=32x322020.07 | 4.09 | |
| RealNVPK=32, L=3, resolution=32x322018.07 | 4.28 | |
| Real NVPResolution=32x322020.07 | 4.28 | |
| Conv DrawResolution=32x322020.07 | 4.4 |