Disentanglement on MPI3D (BetaVAE score and MIG)
1BetaVAE ScoreSoft TPR
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Soft TPRRepresentation type=Fully continuous2024.12 | 1 | 0.62 | |
| VCTRepresentation type=Symbolic vector-tokened2024.12 | 0.844 | 0.227 | |
| Ada-GVAE-k*Representation type=Symbolic scalar-tokened, Learnable parameter control=true2024.12 | 0.783 | 0.241 | |
| Ada-GVAE-kRepresentation type=Symbolic scalar-tokened, Learnable parameter control=false2024.12 | 0.75 | 0.213 | |
| GVAERepresentation type=Symbolic scalar-tokened, Learnable parameter control=false2024.12 | 0.704 | 0.145 | |
| ML-VAERepresentation type=Symbolic scalar-tokened, Learnable parameter control=false2024.12 | 0.703 | 0.142 | |
| ML-VAE*Representation type=Symbolic scalar-tokened, Learnable parameter control=true2024.12 | 0.689 | 0.096 | |
| GVAE*Representation type=Symbolic scalar-tokened, Learnable parameter control=true2024.12 | 0.681 | 0.109 | |
| Slow-VAERepresentation type=Symbolic scalar-tokened, Learnable parameter control=false2024.12 | 0.666 | 0.329 | |
| Slow-VAE*Representation type=Symbolic scalar-tokened, Learnable parameter control=true2024.12 | 0.629 | 0.287 | |
| ShuRepresentation type=Symbolic scalar-tokened, Learnable parameter control=false2024.12 | 0.353 | 0.013 | |
| Shu*Representation type=Symbolic scalar-tokened, Learnable parameter control=true2024.12 | 0.327 | 0.009 | |
| COMETRepresentation type=Symbolic vector-tokened2024.12 | 0.144 | 0 |