Disentanglement on 3DShapes
1DCI ScoreLSBD-VAE
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| LSBD-VAEResult type=best2026.03 | 1 | 0.98 | 0.99 | 1 | 0.45 | 0.04 | 0.0007 | — | |
| GMA-VAEResult type=mean2026.03 | 1 | 0.98 | 1 | 1 | 0.56 | 0.26 | 0.0006 | — | |
| GMA-VAEResult type=best2026.03 | 1 | 0.98 | 1 | 1 | 0.69 | 0.19 | 0.0005 | — | |
| LSBD-VAEResult type=mean2026.03 | 0.99 | 0.98 | 0.98 | 1 | 0.43 | 0.07 | 0.0008 | — | |
| LSBD-VAE*Result type=best2026.03 | 0.98 | 0.97 | 0.98 | 1 | 0.59 | 0.03 | 0.0008 | — | |
| SOBDRLResult type=best2026.03 | 0.97 | 0.98 | 0.97 | 1 | 0.31 | 0.26 | 0.0009 | — | |
| LSBD-VAE*Result type=mean2026.03 | 0.95 | 0.97 | 0.97 | 1 | 0.49 | 0.09 | 0.0011 | — | |
| DIP-VAE-II*2025.05 | 0.867 | — | — | 0.802 | 0.231 | 0.089 | — | 19.514 | |
| DIP-VAE-IIKey Characteristic=Covariance penalty optimal for clean RGB2025.05 | 0.867 | — | — | — | — | — | — | 19.514 | |
| SOBDRLResult type=mean2026.03 | 0.85 | 0.91 | 0.93 | 0.96 | 0.41 | 0.22 | 0.002 | — | |
| β-VAEβ=42025.05 | 0.805 | — | — | 0.22 | 0.224 | 0.169 | — | 18.836 | |
| FactorVAEγ=102025.05 | 0.749 | — | — | 0.16 | 0.091 | 0.071 | — | 21.338 | |
| β-TC-VAE2025.05 | 0.681 | — | — | 0.392 | 0.083 | 0.049 | — | 22.879 | |
| Standard VAE2025.05 | 0.669 | — | — | 0.464 | 0.069 | 0.035 | — | 22.848 | |
| VQ-VAE2025.05 | 0.424 | — | — | 0.005 | 0.004 | 0.001 | — | 9.424 | |
| DIP-VAE II2026.03 | 0.37 | 0.67 | 0.69 | 0.75 | 0.14 | 0.22 | — | — | |
| Factor-VAE2026.03 | 0.35 | 0.63 | 0.74 | 0.76 | 0.2 | 0.11 | — | — | |
| DIP-VAE I2026.03 | 0.28 | 0.62 | 0.71 | 0.75 | 0.15 | 0.12 | — | — | |
| β-VAE2026.03 | 0.22 | 0.52 | 0.72 | 0.74 | 0.14 | 0.08 | — | — | |
| A-VAEResult type=best2026.03 | 0.18 | 0.42 | 0.9 | 0.74 | 0.07 | 0.02 | 0.0008 | — | |
| A-VAEResult type=mean2026.03 | 0.15 | 0.35 | 0.88 | 0.75 | 0.06 | 0.04 | 0.0008 | — | |
| Random2026.03 | 0.04 | 0.31 | 0.64 | 0.7 | 0.04 | 0.04 | — | — |