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Shapes3D dataset and benchmarks · SOTA2 Research

Research Datasets

Shapes3D

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Disentanglement

Shapes3D

1FactorVAE Score

34

Disentanglement

Shapes3D (test)

94.6DCI

28

Few-shot classification

Shapes3D

100Accuracy (Few-Shot)

20

Disentangled representation learning

Shapes3D

0.999FactorVAE Score

18

Concept-based Classification

Shapes3d

99F1 (Y)

14

Disentanglement

Shapes3D

1BetaVAE Score

13

Unsupervised Disentanglement

Shapes3D (test)

56.5DCI

7

Disentanglement

Shapes3D (full)

0.634DCI

7

Disentanglement

Shapes3D 1% (train)

86.09VP Score

5

Disentanglement

Shapes3D (10% train)

97.98VP Score

5

Popular tasks

Disentanglement Few-shot classification Disentangled Representation Learning Unsupervised Disentanglement Concept-based Classification

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