Disentanglement on Shapes3D (BetaVAE, MIG)
1BetaVAE ScoreSlow-VAE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Slow-VAERepresentation type=Symbolic scalar-tokened, Learnable parameter control=false2024.12 | 1 | 0.615 | |
| Slow-VAE*Representation type=Symbolic scalar-tokened, Learnable parameter control=true2024.12 | 1 | 0.655 | |
| Ada-GVAE-kRepresentation type=Symbolic scalar-tokened, Learnable parameter control=false2024.12 | 1 | 0.556 | |
| Ada-GVAE-k*Representation type=Symbolic scalar-tokened, Learnable parameter control=true2024.12 | 1 | 0.498 | |
| GVAE*Representation type=Symbolic scalar-tokened, Learnable parameter control=true2024.12 | 1 | 0.203 | |
| Soft TPRRepresentation type=Fully continuous2024.12 | 1 | 0.471 | |
| VCTRepresentation type=Symbolic vector-tokened2024.12 | 0.999 | 0.525 | |
| GVAERepresentation type=Symbolic scalar-tokened, Learnable parameter control=false2024.12 | 0.998 | 0.251 | |
| ML-VAERepresentation type=Symbolic scalar-tokened, Learnable parameter control=false2024.12 | 0.976 | 0.354 | |
| ML-VAE*Representation type=Symbolic scalar-tokened, Learnable parameter control=true2024.12 | 0.921 | 0.298 | |
| Shu*Representation type=Symbolic scalar-tokened, Learnable parameter control=true2024.12 | 0.512 | 0.006 | |
| ShuRepresentation type=Symbolic scalar-tokened, Learnable parameter control=false2024.12 | 0.498 | 0.005 | |
| COMETRepresentation type=Symbolic vector-tokened2024.12 | 0.166 | 0.0002 |