Disentanglement Analysis on MPI3D realistic
85.19Disentanglement ScoreSODA
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| SODAlayer modulation=true2023.11 | 85.19 | 56.26 | 77.78 | 40.65 | 0.996 | 3.84 | 0.069 | |
| SODAlayer modulation=false2023.11 | 71.73 | 51.07 | 76.53 | 39.4 | 0.995 | 3.42 | 0.109 | |
| DIP-VAE (I)2023.11 | 45.61 | 42.37 | 66.59 | 36.23 | 0.986 | 24.9 | 0.169 | |
| β-TCVAE2023.11 | 35.81 | 41.07 | 66.83 | 36.71 | 0.988 | 24.41 | 0.167 | |
| FactorVAE2023.11 | 30.8 | 36.63 | 60.82 | 34.51 | 0.98 | 29.76 | 0.181 | |
| DIP-VAE (II)2023.11 | 29.63 | 35.85 | 64.85 | 36.33 | 0.986 | 25.14 | 0.17 | |
| β-VAE2023.11 | 25.14 | 26.15 | 61.48 | 36.54 | 0.987 | 24.46 | 0.168 | |
| AnnealedVAE2023.11 | 18.76 | 19.93 | 51.66 | 32.54 | 0.968 | 55.95 | 0.201 |