Metric: NLL (bits/dim) (lower is better)
| # | Model↕ | NLL (bits/dim)▲ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | MuLAN | 3.67 | No | Diffusion Models With Learned Adaptive Noise | 2023-12-20 | Code |
| 2 | i-DODE | 3.69 | No | Improved Techniques for Maximum Likelihood Estim... | 2023-05-06 | Code |
| 3 | VDM | 3.72 | No | Variational Diffusion Models | 2021-07-01 | Code |
| 4 | Image Transformer | 3.77 | No | Image Transformer | 2018-02-15 | - |
| 5 | Glow | 4.09 | No | Glow: Generative Flow with Invertible 1x1 Convol... | 2018-07-09 | Code |