Disentanglement on Shapes3D (test)
94.6DCIAda-GVAE
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Ada-GVAEData Regime=LOC, Statistical Aggregation=Median (a.d.)2020.07 | 94.6 | 100 | 100 | 56.2 | 97.5 | 15.3 | — | |
| Ada-ML-VAEData Regime=LOC, Statistical Aggregation=Median (a.d.)2020.07 | 94 | 100 | 100 | 50.9 | 98.8 | 12.7 | — | |
| SlowVAEData Regime=LAP-NC, Statistical Aggregation=Median (a.d.)2020.07 | 86.7 | 100 | 97 | 63.6 | 98.4 | 7 | — | |
| SlowVAEData Regime=LAP-NC, Statistical Aggregation=Mean (s.d.)2020.07 | 86.1 | 98.4 | 97.4 | 61.6 | 98.2 | 8.2 | — | |
| SlowVAEData Regime=LAP, Statistical Aggregation=Median (a.d.)2020.07 | 85.6 | 100 | 95.9 | 62.5 | 98.1 | 8.2 | — | |
| SlowVAEData Regime=LAP, Statistical Aggregation=Mean (s.d.)2020.07 | 85 | 100 | 95 | 61.5 | 98.3 | 8.9 | — | |
| SlowVAEData Regime=UNI, Statistical Aggregation=Median (a.d.)2020.07 | 82.6 | 100 | 97.3 | 64.4 | 95.5 | 5.8 | — | |
| SlowVAEData Regime=UNI, Statistical Aggregation=Mean (s.d.)2020.07 | 82.3 | 99.9 | 95.4 | 58.8 | 95.2 | 5.7 | — | |
| β-VAEData Regime=i.i.d., Statistical Aggregation=Median (a.d.)2020.07 | 58.8 | 98.6 | 83.9 | 22 | 93.8 | 6.2 | — | |
| EncDiff2024.02 | 0.999 | — | 0.989 | — | — | — | — | |
| EncDiff + Dependency SparsityModel Family=Diffusion-based2026.04 | 0.947 | — | 1 | — | — | — | — | |
| EncDiffModel Family=Diffusion-based2026.04 | 0.901 | — | 0.9999 | — | — | — | — | |
| EncDiff + Latent SparsityModel Family=Diffusion-based2026.04 | 0.891 | — | 0.967 | — | — | — | — | |
| DIP-VAE-IIseeds=32025.05 | 0.867 | 0.227 | — | 0.089 | — | 0.231 | 0.996 | |
| β-VAEseeds=32025.05 | 0.805 | 0.23 | — | 0.169 | — | 0.224 | 0.871 | |
| FactorVAEseeds=32025.05 | 0.749 | 0.238 | — | 0.071 | — | 0.091 | 0.802 | |
| DisDiff2024.02 | 0.723 | — | 0.902 | — | — | — | — | |
| DisCo + Dependency SparsityModel Family=GAN-based2026.04 | 0.712 | — | 0.868 | — | — | — | — | |
| DisCoModel Family=GAN-based2026.04 | 0.71 | — | 0.852 | — | — | — | — | |
| DisCo + Latent SparsityModel Family=GAN-based2026.04 | 0.707 | — | 0.864 | — | — | — | — | |
| β-TC-VAEseeds=32025.05 | 0.681 | 0.227 | — | 0.049 | — | 0.083 | 0.778 | |
| Standard VAEseeds=32025.05 | 0.669 | 0.232 | — | 0.035 | — | 0.069 | 0.766 | |
| FactorVAE + Dependency SparsityModel Family=VAE-based2026.04 | 0.575 | — | 0.871 | — | — | — | — | |
| FactorVAEModel Family=VAE-based2026.04 | 0.484 | — | 0.833 | — | — | — | — | |
| FactorVAE + Latent SparsityModel Family=VAE-based2026.04 | 0.477 | — | 0.837 | — | — | — | — | |
| VQ-VAEseeds=32025.05 | 0.424 | 0.225 | — | 0.001 | — | 0.004 | 0.226 | |
| PDAE2024.02 | 0.3702 | — | 0.6514 | — | — | — | — | |
| Diff-AE2024.02 | 0.0653 | — | 0.1744 | — | — | — | — |