Generative Modeling on CIFAR-10
2.51BPDCR-NVAE
Evaluation Results
| Method | Links | |
|---|---|---|
| CR-NVAEResolution=32 x 322021.05 | 2.51 | |
| NVAE+AugResolution=32 x 322021.05 | 2.7 | |
| Attention VAEModel type=VAE Models with an Unconditional Decoder, Importance samples=1002024.08 | 2.79 | |
| δ-VAEResolution=32x322020.07 | 2.83 | |
| δ-VAEModel type=VAE and Flow Models with Autoregressive Components2024.08 | 2.83 | |
| Generalized GBNModel type=Gamma VAE Models, Variational layers (L)=332024.08 | 2.84 | |
| PixelSNAILModel family=Autoregressive2019.02 | 2.85 | |
| PixelSNAILResolution=32x322020.07 | 2.85 | |
| PixelSNAILModel type=Autoregressive Models2024.08 | 2.85 | |
| VDVAEModel type=VAE Models with an Unconditional Decoder, Variational layers (L)=332024.08 | 2.87 | |
| Image TransformerModel family=Autoregressive2019.02 | 2.9 | |
| PixelVAE++Resolution=32x322020.07 | 2.9 | |
| Image TransformerResolution=32x322020.07 | 2.9 | |
| PixelVAE++Model type=VAE and Flow Models with Autoregressive Components2024.08 | 2.9 | |
| Image TransformerModel type=Autoregressive Models2024.08 | 2.9 | |
| NVAEResolution=32x32, Flow=With flow2020.07 | 2.91 | |
| NVAEResolution=32 x 322021.05 | 2.91 | |
| NVAEModel type=VAE Models with an Unconditional Decoder2024.08 | 2.91 | |
| PixelCNN++Model family=Autoregressive2019.02 | 2.92 | |
| PixelCNN++Resolution=32x322020.07 | 2.92 | |
| PixelCNN++Model type=Autoregressive Models2024.08 | 2.92 | |
| NVAEResolution=32x32, Flow=Without flow2020.07 | 2.93 | |
| MAEResolution=32x322020.07 | 2.95 | |
| Lossy VAEResolution=32x322020.07 | 2.95 | |
| MAEModel type=VAE and Flow Models with Autoregressive Components2024.08 | 2.95 | |
| Lossy VAEModel type=VAE and Flow Models with Autoregressive Components2024.08 | 2.95 | |
| VFlowResolution=32x322020.07 | 2.98 | |
| VFlowModel type=Flow Models without any Autoregressive Components2024.08 | 2.98 | |
| PixelRNNModel family=Autoregressive2019.02 | 3 | |
| PixelRNNResolution=32x322020.07 | 3 | |
| PixelRNNModel type=Autoregressive Models2024.08 | 3 | |
| Gated PixelCNNModel family=Autoregressive2019.02 | 3.03 | |
| Gated PixelCNNResolution=32x322020.07 | 3.03 | |
| Gated PixelCNNModel type=Autoregressive Models2024.08 | 3.03 | |
| ANFResolution=32x322020.07 | 3.05 | |
| ANFModel type=Flow Models without any Autoregressive Components2024.08 | 3.05 | |
| Flow++Model family=Non-autoregressive2019.02 | 3.08 | |
| BIVAResolution=32x322020.07 | 3.08 | |
| Flow++Resolution=32x322020.07 | 3.08 | |
| BIVAModel type=VAE Models with an Unconditional Decoder2024.08 | 3.08 | |
| Flow++Model type=Flow Models without any Autoregressive Components2024.08 | 3.08 | |
| IAF-VAEModel family=Non-autoregressive2019.02 | 3.11 | |
| IAF-VAEResolution=32x322020.07 | 3.11 | |
| PixelCNNModel family=Autoregressive2019.02 | 3.14 | |
| MaCowResolution=32x322020.07 | 3.16 | |
| MaCowModel type=VAE and Flow Models with Autoregressive Components2024.08 | 3.16 | |
| MALIFlow Type=Continuous Flow (FFJORD)2021.02 | 3.27 | |
| Residual flowResolution=32x322020.07 | 3.28 | |
| Flow++Flow Type=Discrete Flow2021.02 | 3.28 | |
| Residual FlowFlow Type=Discrete Flow2021.02 | 3.28 | |
| Residual flowModel type=Flow Models without any Autoregressive Components2024.08 | 3.28 | |
| GlowK=32, L=3, permutation=invertible 1 x 1 convolution2018.07 | 3.35 | |
| GlowModel family=Non-autoregressive2019.02 | 3.35 | |
| GLOWResolution=32x322020.07 | 3.35 | |
| SemiNormFlow Type=Continuous Flow (FFJORD)2021.02 | 3.35 | |
| GlowFlow Type=Discrete Flow2021.02 | 3.35 | |
| DVAE++Resolution=32x322020.07 | 3.38 | |
| RNODEFlow Type=Continuous Flow (FFJORD)2021.02 | 3.38 | |
| DVAE++Model type=VAE Models with an Unconditional Decoder2024.08 | 3.38 | |
| VanillaFlow Type=Continuous Flow (FFJORD)2021.02 | 3.4 | |
| i-ResNetFlow Type=Discrete Flow2021.02 | 3.45 | |
| RealNVPK=32, L=32018.07 | 3.49 | |
| RealNVPModel family=Non-autoregressive2019.02 | 3.49 | |
| Real NVPResolution=32x322020.07 | 3.49 | |
| RealNVPFlow Type=Discrete Flow2021.02 | 3.49 | |
| Real NVPModel type=Flow Models without any Autoregressive Components2024.08 | 3.49 | |
| Conv DrawResolution=32x322020.07 | 3.58 | |
| Conv DRAWModel type=VAE Models with an Unconditional Decoder2024.08 | 3.58 |