Metric: bpd (lower is better)
| # | Model↕ | bpd▲ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Efficient-VDVAE | 0.51 | No | Efficient-VDVAE: Less is more | 2022-03-25 | Code |
| 2 | SPN Menick and Kalchbrenner (2019) | 0.61 | No | Generating High Fidelity Images with Subscale Pi... | 2018-12-04 | - |
| 3 | MaCow (Var) | 0.67 | No | MaCow: Masked Convolutional Generative Flow | 2019-02-12 | Code |
| 4 | LSGM | 0.7 | No | Score-based Generative Modeling in Latent Space | 2021-06-10 | Code |
| 5 | NVAE w/ flow | 0.7 | No | NVAE: A Deep Hierarchical Variational Autoencoder | 2020-07-08 | Code |
| 6 | ANF Huang et al. (2020) | 0.72 | No | Augmented Normalizing Flows: Bridging the Gap Be... | 2020-02-17 | Code |
| 7 | Locally Masked PixelCNN | 0.74 | No | Locally Masked Convolution for Autoregressive Mo... | 2020-06-22 | Code |
| 8 | MaCow (Unf) | 0.95 | No | MaCow: Masked Convolutional Generative Flow | 2019-02-12 | Code |
| 9 | Residual Flow | 0.992 | No | Residual Flows for Invertible Generative Modeling | 2019-06-06 | Code |
| 10 | Glow (Kingma and Dhariwal, 2018) | 1.03 | No | Glow: Generative Flow with Invertible 1x1 Convol... | 2018-07-09 | Code |