Disentanglement on MPI3D (test)
73.41DCISODA
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SODAlayer modulation=true2023.11 | 73.41 | — | — | — | — | — | |
| SODAlayer modulation=false2023.11 | 70.71 | — | — | — | — | — | |
| DIP-VAEversion=I2023.11 | 55.94 | — | — | — | — | — | |
| β-TCVAE2023.11 | 50.33 | — | — | — | — | — | |
| β-VAE2023.11 | 47.77 | — | — | — | — | — | |
| DIP-VAEversion=II2023.11 | 44.4 | — | — | — | — | — | |
| FactorVAE2023.11 | 43.99 | — | — | — | — | — | |
| Ada-GVAEData Condition=LOC, Aggregation=Median2020.07 | 40.1 | 78.9 | 62.1 | 28.4 | 91.6 | 21.5 | |
| SlowVAEData Condition=LAP, Aggregation=Median2020.07 | 35.9 | 67.6 | 42.4 | 32 | 89.5 | 9.7 | |
| SlowVAEData Condition=LAP, Aggregation=Mean2020.07 | 35.5 | 66.6 | 45.5 | 32.9 | 89.2 | 9.7 | |
| SlowVAEData Condition=LAP-NC, Aggregation=Median2020.07 | 34.3 | 60.1 | 39.2 | 30.6 | 85.9 | 9.3 | |
| SlowVAEData Condition=LAP-NC, Aggregation=Mean2020.07 | 34.2 | 61 | 40.3 | 30.4 | 86.6 | 9.3 | |
| AnnealedVAE2023.11 | 30.95 | — | — | — | — | — | |
| SlowVAEData Condition=UNI, Aggregation=Mean2020.07 | 30.1 | 58.6 | 38.5 | 32.2 | 89.4 | 8.7 | |
| SlowVAEData Condition=UNI, Aggregation=Median2020.07 | 29.9 | 58.5 | 38.6 | 32.2 | 89.2 | 8.8 | |
| Ada-ML-VAEData Condition=LOC, Aggregation=Median2020.07 | 28.5 | 72.6 | 47.6 | 24.1 | 87.5 | 7.4 | |
| beta-VAEData Condition=i.i.d., Aggregation=Median2020.07 | 19.5 | 54.6 | 32.2 | 7.2 | 87.4 | 3.7 | |
| EncDiff + Latent SparsityModel Family=Diffusion-based2026.04 | 0.684 | — | 0.879 | — | — | — | |
| EncDiffModel Family=Diffusion-based2026.04 | 0.676 | — | 0.868 | — | — | — | |
| EncDiff + Dependency SparsityModel Family=Diffusion-based2026.04 | 0.667 | — | 0.881 | — | — | — | |
| FactorVAE + Dependency SparsityModel Family=VAE-based2026.04 | 0.384 | — | 0.639 | — | — | — | |
| FactorVAEModel Family=VAE-based2026.04 | 0.345 | — | 0.599 | — | — | — | |
| FactorVAE + Latent SparsityModel Family=VAE-based2026.04 | 0.325 | — | 0.44 | — | — | — | |
| DisCo + Dependency SparsityModel Family=GAN-based2026.04 | 0.324 | — | 0.41 | — | — | — | |
| DisCo + Latent SparsityModel Family=GAN-based2026.04 | 0.314 | — | 0.308 | — | — | — | |
| DisCoModel Family=GAN-based2026.04 | 0.306 | — | 0.396 | — | — | — |