| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Cars3D | SlowVAE | FactorVAE91 | 57 | 18d ago | |
| KITTI Masks mean(Δt) = 0.15s (test) | delta-contr | MCC80.9 | 24 | 5mo ago | |
| KITTI Masks mean(Δt) = 0.05s (test) | delta-NWJ | MCC77.7 | 24 | 5mo ago | |
| MPI3D | EncDiff | FactorVAE Score0.872 | 18 | 5mo ago | |
| Shapes3D | EncDiff | FactorVAE Score0.999 | 18 | 5mo ago | |
| FlatLand rotation colors | LSBD-VAE | Beta-VAE Score1 | 15 | 4mo ago | |
| dSprites | SlowVAE | MIG34.5 | 15 | 2mo ago | |
| CelebA 64x64 (test) | VAE | TAD0 | 10 | 5mo ago | |
| Cars3D (test) | DisCo + Dependency Sparsity | FactorVAE Score0.789 | 9 | 3mo ago | |
| CelebA Glasses | CCVAE | NLL131.764 | 8 | 18d ago | |
| CelebA-Hats (test) | CCVAE | NLL347.94 | 8 | 18d ago | |
| FA15 | bfVAE | LDSI (FVH-LT)0.933 | 8 | 4mo ago | |
| Single Cell RNA-Sequencing common structure | CSVAE | K-Means NMI (Stimulation, w)0.949 | 7 | 18d ago | |
| Noisy Swiss Roll ρ = 0.3 | CCVAE | Mutual Information I(z; w)0.502 | 7 | 18d ago | |
| Parametric Model (test) | DisCoVR | NLL1.769 | 7 | 18d ago | |
| 3DShapes | Ours | Reconstruction Error15.67 | 7 | 2mo ago | |
| Dsprite | MSE0.37 | 7 | 5mo ago | ||
| 3D Shapes | BetaTCVAE | β-VAE Score1 | 6 | 26d ago | |
| 2D Shapes | BetaTCVAE | Beta-VAE Score0.884 | 6 | 26d ago | |
| SmallNORB | Standard VAE | DCI0.268 | 6 | 4mo ago | |
| CelebA | Standard VAE | DCI0.099 | 6 | 4mo ago | |
| MPI3D | DIP-VAE-II | MIG0.105 | 6 | 4mo ago | |
| CelebA (test) | InfoVAE | TAD0 | 6 | 5mo ago | |
| synthetic ellipses dataset | Reconstruction L2 Norm3.7 | 5 | 1mo ago | ||
| Sprites (test) | DRNet | Gender Accuracy80.5 | 4 | 5mo ago |
