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MPI3D

Benchmarks

Task NameDataset NameSOTA ResultTrend
DisentanglementMPI3D
InfoM0.62
22
Disentangled representation learningMPI3D
FactorVAE Score0.872
18
DisentanglementMPI3D (test)
DCI73.41
17
DisentanglementMPI3D
Modularity Score49
14
Disentanglement AnalysisMPI3D complex
DCI Score0.507
14
DisentanglementMPI3D
BetaVAE Score1
13
Unsupervised Domain Adaptation RegressionMPI3D
Error (RL -> RC)0.09
9
Disentanglement AnalysisMPI3D real
Disentanglement Score81.19
8
Disentanglement AnalysisMPI3D realistic
Disentanglement Score85.19
8
Disentanglement AnalysisMPI3D Toy
Disen.87.38
8
Disentangled Representation LearningMPI3D
MIG0.105
6
DisentanglementMPI3D
MIG0.079
1
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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