Disentanglement Analysis on SmallNORB (full)
72.6Disentanglement ScoreSODA
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| SODAlayer modulation=true2023.11 | 72.6 | 51.56 | 70.19 | 15.47 | 0.734 | 44.81 | 0.235 | |
| SODAlayer modulation=false2023.11 | 63.12 | 45.82 | 68.36 | 16.06 | 0.756 | 47.9 | 0.253 | |
| DIP-VAE (II)2023.11 | 37.94 | 45.76 | 69.89 | 29.15 | 0.909 | 122.1 | 0.232 | |
| β-VAE2023.11 | 37.79 | 42.4 | 71.01 | 29.25 | 0.912 | 120.31 | 0.229 | |
| β-TCVAE2023.11 | 37.43 | 43.51 | 70.75 | 29.2 | 0.909 | 120.28 | 0.23 | |
| FactorVAE2023.11 | 37.01 | 44.58 | 68.52 | 27.67 | 0.885 | 148.4 | 0.267 | |
| DIP-VAE (I)2023.11 | 34.13 | 35.51 | 71.85 | 28.92 | 0.907 | 114.48 | 0.226 | |
| AnnealedVAE2023.11 | 21.5 | 17.62 | 60.3 | 28.4 | 0.9 | 164.94 | 0.271 |