Posterior Collapse Prevention on Fashion-MNIST
0.24KL Divergenceβ-VAE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| β-VAEbeta=42026.03 | 0.24 | 2.9 | |
| Vanilla VAE2026.03 | 0.31 | 4.6 | |
| β-VAEbeta=22026.03 | 0.42 | 5.7 | |
| KL Annealing2026.03 | 0.44 | 6.3 | |
| EM-type VAE2026.03 | 0.5 | 6.8 | |
| Historical Consensus Trainingrefinement stage=pre-refinement2026.03 | 2.38 | 2 | |
| Historical Consensus Trainingrefinement stage=post-refinement2026.03 | 2.49 | 3 | |
| Historical Consensus Trainingrefinement stage=final single-cluster2026.03 | 2.64 | 2 |