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ResearchFormerly WizWand

Disentanglement on MPI3D (BetaVAE score and MIG)

1BetaVAE ScoreSoft TPR
0.109760.340880.5720.80312Dec 5, 2024
Updated 8mo ago

Evaluation results

MethodLinks
Soft TPRRepresentation type=Fully continuous2024.1210.62
VCTRepresentation type=Symbolic vector-tokened2024.120.8440.227
Ada-GVAE-k*Representation type=Symbolic scalar-tokened, Learnable parameter control=true2024.120.7830.241
Ada-GVAE-kRepresentation type=Symbolic scalar-tokened, Learnable parameter control=false2024.120.750.213
GVAERepresentation type=Symbolic scalar-tokened, Learnable parameter control=false2024.120.7040.145
ML-VAERepresentation type=Symbolic scalar-tokened, Learnable parameter control=false2024.120.7030.142
ML-VAE*Representation type=Symbolic scalar-tokened, Learnable parameter control=true2024.120.6890.096
GVAE*Representation type=Symbolic scalar-tokened, Learnable parameter control=true2024.120.6810.109
Slow-VAERepresentation type=Symbolic scalar-tokened, Learnable parameter control=false2024.120.6660.329
Slow-VAE*Representation type=Symbolic scalar-tokened, Learnable parameter control=true2024.120.6290.287
ShuRepresentation type=Symbolic scalar-tokened, Learnable parameter control=false2024.120.3530.013
Shu*Representation type=Symbolic scalar-tokened, Learnable parameter control=true2024.120.3270.009
COMETRepresentation type=Symbolic vector-tokened2024.120.1440