| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| 3DShapes | LSBD-VAE | DCI Score1 | 22 | 29d ago | |
| Isaac3D | QLAE | InfoM78 | 22 | 1mo ago | |
| Falcor3D | VQ-VAE w/ weight decay | InfoM0.74 | 22 | 1mo ago | |
| MPI3D | QLInfoWGAN-GP | InfoM0.62 | 22 | 1mo ago | |
| Shapes3D | QLAE | InfoM0.95 | 22 | 1mo ago | |
| Shapes3D (test) | Ada-GVAE | DCI94.6 | 19 | 29d ago | |
| ARG0 | cluster-supervised INN | Accuracy98 | 18 | 1mo ago | |
| MPI3D (test) | SODA | DCI73.41 | 17 | 1mo ago | |
| SmallNORB (test) | SODA | DCI64.78 | 17 | 1mo ago | |
| COIL 2 | LSBD-VAE | Beta-VAE100 | 15 | 1mo ago | |
| COIL3 | LSBD-VAE | Beta-VAE1 | 15 | 1mo ago | |
| FlatLand permutation colors | LSBD-VAE | Beta-VAE1 | 15 | 1mo ago | |
| MPI3D | GMA-VAE | Modularity Score49 | 14 | 29d ago | |
| MPI3D | Soft TPR | BetaVAE Score1 | 13 | 1mo ago | |
| Shapes3D | Slow-VAE | BetaVAE Score1 | 13 | 1mo ago | |
| CelebA HQ (test) | SODA | Disentanglement79.93 | 13 | 1mo ago | |
| cars3D | DisDiff | FVAE0.976 | 10 | 1mo ago | |
| 3DIdent | delta-INCE | R^2 (Box)98.08 | 10 | 1mo ago | |
| Aggregated | QLAE | InfoM0.76 | 8 | 1mo ago | |
| Shapes3D (full) | β-AnnealVAE | DCI0.634 | 7 | 1mo ago | |
| Aggregated (Shapes3D, MPI3D, Falcor3D, Isaac3D) | AE + ICA | InfoM Score0.65 | 5 | 1mo ago | |
| COIL3 (ood) | LSBDVAE | Beta-VAE100 | 5 | 1mo ago | |
| COIL2 (ood) | LSBDVAE | Beta-VAE100 | 5 | 1mo ago | |
| COIL3 (iid) | LSBDVAE | Beta-VAE100 | 5 | 1mo ago | |
| COIL2 iid setting | LSBDVAE | Beta-VAE Score1 | 5 | 1mo ago |
