Disentanglement Analysis on MPI3D Toy
87.38Disen.SODA
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| SODAlayer modulation=true2023.11 | 87.38 | 54.79 | 84.78 | 50.72 | 99.9 | 1.49 | 0.014 | — | — | |
| SODAlayer modulation=false2023.11 | 83.44 | 55.65 | 85.38 | 50.21 | 99.8 | 2.64 | 0.015 | — | — | |
| DIP-VAE (I)2023.11 | 51.12 | 41.33 | 72.05 | 37.34 | 97.7 | 22.33 | 0.057 | — | — | |
| β-TCVAE2023.11 | 32.21 | 40.1 | 64.03 | 35.17 | 96.5 | 30.81 | 0.072 | — | — | |
| β-VAE2023.11 | 25.34 | 28.57 | 64.65 | 36.86 | 97.7 | 24.61 | 0.061 | — | — | |
| DIP-VAE (II)2023.11 | 24.88 | 27.37 | 64.83 | 36.68 | 97.6 | 25.52 | 0.062 | — | — | |
| FactorVAE2023.11 | 22.41 | 27.06 | 60.79 | 34.6 | 95.9 | 31.64 | 0.075 | — | — | |
| AnnealedVAE2023.11 | 18.43 | 21.44 | 52.47 | 29.49 | 85.2 | 118.18 | 0.169 | — | — | |
| DisDiffN=202026.07 | — | — | — | — | — | — | — | 0.617 | 0.337 | |
| DyGAN=202026.07 | — | — | — | — | — | — | — | 0.93 | 0.627 | |
| EncDiffN=202026.07 | — | — | — | — | — | — | — | 0.899 | 0.67 | |
| EncDiffN=102026.07 | — | — | — | — | — | — | — | 0.805 | 0.627 | |
| Modular IBN=202026.07 | — | — | — | — | — | — | — | 0.708 | 0.458 | |
| STEERINGDRLN=202026.07 | — | — | — | — | — | — | — | 0.87 | 0.69 | |
| STEERINGDRLN=102026.07 | — | — | — | — | — | — | — | 0.8 | 0.602 |