Image Modeling on CIFAR-10 (test)
2.43NLL (bits/dim)IVRS+CR-NVAE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| IVRS+CR-NVAEdata augmentation=true2026.06 | 2.43 | — | |
| CR-NVAEdata augmentation=true2026.06 | 2.51 | — | |
| DVP-VAEdata augmentation=false2026.06 | 2.73 | — | |
| MD4#Params=28M2024.06 | 2.75 | — | |
| IVRS+NVAEdata augmentation=false2026.06 | 2.76 | — | |
| Sparse Transformer#Params=59M2024.06 | 2.8 | — | |
| δ-VAEdata augmentation=false2026.06 | 2.83 | — | |
| PixelSNAIL#Params=46M2024.06 | 2.85 | — | |
| VDVAEdata augmentation=false2026.06 | 2.87 | — | |
| Efficient-VDVAEdata augmentation=false2026.06 | 2.87 | — | |
| Local Mask PixelCNNdata augmentation=false2026.06 | 2.89 | — | |
| Image Transformer2024.06 | 2.9 | — | |
| PixelVAE++data augmentation=false2026.06 | 2.9 | — | |
| NVAEdata augmentation=false2026.06 | 2.91 | — | |
| PixelCNN++2016.12 | 2.92 | — | |
| PixelCNN++#Params=53M2024.06 | 2.92 | — | |
| MAEdata augmentation=false2026.06 | 2.95 | — | |
| Diagonal BiLSTM2016.01 | 3 | — | |
| PixelRNN2016.12 | 3 | — | |
| PixelRNN2024.06 | 3 | — | |
| DalapK=102026.02 | 3.02 | 511 | |
| DlogisticK=102026.02 | 3.02 | 555 | |
| Gated PixelCNN2016.12 | 3.03 | — | |
| Gated PixelCNN2024.06 | 3.03 | — | |
| LaplaceK=102026.02 | 3.05 | 515 | |
| Row LSTM2016.01 | 3.07 | — | |
| DnormalK=102026.02 | 3.07 | 516 | |
| BIVAdata augmentation=false2026.06 | 3.08 | — | |
| Laplace2026.02 | 3.09 | 527 | |
| Dalap2026.02 | 3.11 | 480 | |
| VAE + IAFdata augmentation=false2026.06 | 3.11 | — | |
| PixelCNN2016.01 | 3.14 | — | |
| PixelCNN2016.12 | 3.14 | — | |
| Dnormal2026.02 | 3.37 | 530 | |
| DVAEdata augmentation=false2026.06 | 3.38 | — | |
| D3PM Gauss#Params=36M2024.06 | 3.44 | — | |
| RIDE2016.01 | 3.47 | — | |
| Real NVP2016.12 | 3.49 | — | |
| Campbell et al.#Params=28M, variant=Absorb2024.06 | 3.52 | — | |
| Campbell et al.#Params=36M2024.06 | 3.59 | — | |
| Deep GMMs2016.01 | 4 | — | |
| Deep GMMs2016.12 | 4 | — | |
| Deep Diffusion2016.01 | 4.2 | — | |
| D3PM Absorb#Params=37M2024.06 | 4.4 | — | |
| NICE2016.01 | 4.48 | — | |
| NICE2016.12 | 4.48 | — | |
| Multivariate Gaussian2016.01 | 4.7 | — | |
| Bitwise2026.02 | 5.66 | 1,534 | |
| Uniform Distribution2016.01 | 8 | — | |
| BitwiseK=102026.02 | 8.02 | 5,052 |