Density Estimation on OMNIGLOT dynamically binarized (test)
88.29NLLPixelVAE++
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PixelVAE++2021.06 | 88.29 | — | |
| VampPrior2021.06 | 89.76 | — | |
| VLAEautoregressive_components=true2019.02 | 89.83 | — | |
| VLVAE2021.06 | 89.83 | — | |
| NVAE2021.06 | 90.75 | 93.92 | |
| CONVDRAWautoregressive_components=true2019.02 | 91 | — | |
| BIVAautoregressive_components=false, importance_weighted_samples=1000, finetuned=true2019.02 | 91.34 | — | |
| BIVA2021.06 | 91.34 | 93.54 | |
| DVAE++2021.06 | 92.38 | — | |
| BIVAautoregressive_components=false, importance_weighted_samples=1, finetuned=true2019.02 | 93.54 | — | |
| BIVAautoregressive_components=false, importance_weighted_samples=1, finetuned=false2019.02 | 95.9 | — | |
| DRAWautoregressive_components=true2019.02 | 96.5 | — | |
| DVAEautoregressive_components=false2019.02 | 97.43 | — | |
| LVAEautoregressive_components=false2019.02 | 102.11 | — | |
| Ladder VAE2021.06 | 102.11 | — | |
| IWAEautoregressive_components=false2019.02 | 103.38 | — | |
| LSGM2021.06 | — | 87.79 |