Disentanglement on Shapes3D
1FactorVAE ScoreXFACTORS
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| XFACTORSSupervision=Weakly supervised2026.01 | 1 | — | — | — | 1 | 1 | 0.885 | — | |
| Ada-GVAESupervision=Weakly supervised2026.01 | 1 | — | — | — | 0.946 | — | — | — | |
| DyGAN=202026.07 | 1 | — | — | — | — | — | — | 0.938 | |
| STEERINGDRLN=202026.07 | 1 | — | — | — | — | — | — | 0.954 | |
| EncDiffSupervision=Unsupervised2026.01 | 0.999 | — | — | — | 0.969 | — | — | — | |
| EncDiffCategory=Diffusion2026.05 | 0.999 | — | — | — | — | — | — | 0.952 | |
| FDAECategory=Diffusion2026.05 | 0.998 | — | — | — | — | — | — | 0.762 | |
| EncDiffN=202026.07 | 0.995 | — | — | — | — | — | — | 0.916 | |
| STEERINGDRLN=102026.07 | 0.991 | — | — | — | — | — | — | 0.926 | |
| FDAEN=202026.07 | 0.987 | — | — | — | — | — | — | 0.917 | |
| Soft TPRRepresentation Type=Fully continuous compositional representations2024.12 | 0.984 | — | — | — | — | — | — | 0.926 | |
| Modular IBN=202026.07 | 0.975 | — | — | — | — | — | — | 0.837 | |
| Ada-GVAE-kRepresentation Type=Symbolic scalar-tokened compositional representations2024.12 | 0.973 | — | — | — | — | — | — | 0.963 | |
| DyGACategory=Diffusion2026.05 | 0.958 | — | — | — | — | — | — | 0.833 | |
| VCTRepresentation Type=Symbolic vector-tokened compositional representations2024.12 | 0.957 | — | — | — | — | — | — | 0.884 | |
| SCFM (β-TCVAE)Category=Flow, Endpoint Regularizer=β-TCVAE2026.05 | 0.957 | — | — | — | — | — | — | 0.828 | |
| Slow-VAERepresentation Type=Symbolic scalar-tokened compositional representations2024.12 | 0.95 | — | — | — | — | — | — | 0.85 | |
| GVAERepresentation Type=Symbolic scalar-tokened compositional representations2024.12 | 0.921 | — | — | — | — | — | — | 0.842 | |
| EncDiffN=102026.07 | 0.921 | — | — | — | — | — | — | 0.828 | |
| DisDiffSupervision=Unsupervised2026.01 | 0.902 | — | — | — | 0.723 | — | — | — | |
| DisDiffCategory=Diffusion2026.05 | 0.902 | — | — | — | — | — | — | 0.723 | |
| DisDiffN=202026.07 | 0.902 | — | — | — | — | — | — | 0.723 | |
| β-VAECategory=VAE2026.05 | 0.883 | — | — | — | — | — | — | 0.624 | |
| DisCoSupervision=Unsupervised2026.01 | 0.877 | — | — | — | 0.708 | — | — | — | |
| beta-TCVAESupervision=Unsupervised2026.01 | 0.873 | — | — | — | 0.613 | — | — | — | |
| β-TCVAECategory=VAE2026.05 | 0.873 | — | — | — | — | — | — | 0.613 | |
| FactorVAESupervision=Unsupervised2026.01 | 0.84 | — | — | — | 0.611 | — | — | — | |
| SCFM (β-VAE)Category=Flow, Endpoint Regularizer=β-VAE2026.05 | 0.836 | — | — | — | — | — | — | 0.779 | |
| ML-VAERepresentation Type=Symbolic scalar-tokened compositional representations2024.12 | 0.835 | — | — | — | — | — | — | 0.739 | |
| GAN-LDSupervision=Unsupervised2026.01 | 0.805 | — | — | — | 0.38 | — | — | — | |
| GANSpaceSupervision=Unsupervised2026.01 | 0.788 | — | — | — | 0.284 | — | — | — | |
| InfoGAN-CRSupervision=Unsupervised2026.01 | 0.587 | — | — | — | 0.478 | — | — | — | |
| ShuRepresentation Type=Symbolic scalar-tokened compositional representations2024.12 | 0.265 | — | — | — | — | — | — | 0.017 | |
| COMETRepresentation Type=Symbolic vector-tokened compositional representations2024.12 | 0.168 | — | — | — | — | — | — | 0.002 | |
| AE2023.05 | — | 0.41 | 0.98 | 0.28 | 0.11 | 0.82 | 0.08 | — | |
| AE2026.03 | — | 0.41 | 0.98 | 0.28 | — | — | — | — | |
| AE2026.03 | — | 0.34 | 0.99 | 0.16 | — | — | — | — | |
| AE (reproduction)2026.03 | — | 0.36 | 1 | 0.18 | — | — | — | — | |
| AE + ICA2026.03 | — | 0.78 | 1 | 0.42 | — | — | — | — | |
| AE + ICA2026.03 | — | 0.79 | 0.99 | 0.52 | — | — | — | — | |
| beta-TCVAE2023.05 | — | 0.61 | 0.82 | 0.62 | 0.46 | 0.99 | 0.38 | — | |
| beta-VAE2023.05 | — | 0.59 | 0.99 | 0.49 | 0.61 | 0.99 | 0.47 | — | |
| BioAE2023.05 | — | 0.56 | 0.98 | 0.44 | 0.33 | 0.93 | 0.25 | — | |
| BioAE2026.03 | — | 0.56 | 0.98 | 0.44 | — | — | — | — | |
| BioAESource=Hsu et al. (2023)2026.03 | — | 0.56 | 0.98 | 0.44 | — | — | — | — | |
| InfoWGAN-GP2023.05 | — | 0.61 | 0.78 | 0.41 | 0.23 | 0.8 | 0.18 | — | |
| QLAE2023.05 | — | 0.95 | 0.99 | 0.55 | 0.81 | 0.99 | 0.61 | — | |
| QLAEmodel_category=Discrete latent models2026.03 | — | 0.95 | 0.99 | 0.55 | — | — | — | — | |
| QLInfoWGAN-GP2023.05 | — | 0.73 | 0.75 | 0.48 | 0.38 | 0.85 | 0.29 | — | |
| VQ-VAE2023.05 | — | 0.72 | 0.97 | 0.47 | 0.4 | 0.84 | 0.34 | — | |
| VQ-VAEmodel_category=Discrete latent models2026.03 | — | 0.72 | 0.97 | 0.47 | — | — | — | — | |
| VQ-VAE w/ weight decaymodel_category=Discrete latent models2026.03 | — | 0.8 | 0.99 | 0.46 | — | — | — | — | |
| β-TCVAE2026.03 | — | 0.61 | 0.82 | 0.62 | — | — | — | — | |
| β-TCVAESource=Hsu et al. (2023)2026.03 | — | 0.61 | 0.82 | 0.62 | — | — | — | — | |
| β-VAE2026.03 | — | 0.59 | 0.99 | 0.49 | — | — | — | — | |
| β-VAESource=Hsu et al. (2023)2026.03 | — | 0.59 | 0.99 | 0.49 | — | — | — | — |