Image Modeling on MNIST K=64 (train)
28.31ObjectiveHierarchical VAE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Hierarchical VAEK=642026.06 | 28.31 | 16.64 | 11.67 | |
| VampPrior VAEK=642026.06 | 28.59 | 17.51 | 11.08 | |
| Ours, (K-1) + 1 (π^q, N^p)K=642026.06 | 28.82 | 16.7 | 12.13 | |
| Ours, (K-1) + 1 (π^q, N^q)K=642026.06 | 28.91 | 16.88 | 12.04 | |
| Standard VAEK=642026.06 | 28.96 | 16.67 | 12.29 | |
| Ours, transport 2/3KK=642026.06 | 29.08 | 16.98 | 12.1 | |
| Standard MoG VAEK=642026.06 | 29.5 | 17.7 | 11.8 | |
| GM-VAEK=642026.06 | 69.37 | 10.03 | 59.33 |