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Shapes3D

Benchmarks

Task NameDataset NameSOTA ResultTrend
DisentanglementShapes3D
FactorVAE Score1
34
DisentanglementShapes3D (test)
DCI94.6
28
Few-shot classificationShapes3D
Accuracy (Few-Shot)100
20
Disentangled representation learningShapes3D
FactorVAE Score0.999
18
Concept-based ClassificationShapes3d
F1 (Y)99
14
DisentanglementShapes3D
BetaVAE Score1
13
Unsupervised DisentanglementShapes3D (test)
DCI56.5
7
DisentanglementShapes3D (full)
DCI0.634
7
DisentanglementShapes3D 1% (train)
VP Score86.09
5
DisentanglementShapes3D (10% train)
VP Score97.98
5
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