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MPI3D

Benchmarks

Task NameDataset NameSOTA ResultTrend
DisentanglementMPI3D
D0.949
18
Disentangled representation learningMPI3D
FactorVAE Score0.872
18
DisentanglementMPI3D (test)
DCI73.41
17
DisentanglementMPI3D
BetaVAE Score1
13
Unsupervised Domain Adaptation RegressionMPI3D
Error (RL -> RC)0.09
9
Disentanglement AnalysisMPI3D complex
Disentanglement Score89.76
8
Disentanglement AnalysisMPI3D real
Disentanglement Score81.19
8
Disentanglement AnalysisMPI3D realistic
Disentanglement Score85.19
8
Disentanglement AnalysisMPI3D Toy
Disen.87.38
8
Downstream Factor of Variation RegressionMPI3D 250 samples low-sample regime
Metric-
0
Downstream Factor of Variation RegressionMPI3D 100 samples low-sample regime
Metric-
0
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