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Benchmarks
Disentangled Representation Learning on MPI3D (MIG, SAP, CES, Modularity)
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0.105
MIG
DIP-VAE-II
0.01452
0.03801
0.0615
0.08499
May 6, 2025
MIG
SAP
CES
Modularity
Updated 1mo ago
Evaluation Results
Method
Method
Links
MIG
SAP
CES
Modularity
DIP-VAE-II
2025.05
0.105
0.113
4.089
0.009
β-TC-VAE
2025.05
0.088
0.137
4.803
0.028
Standard VAE
2025.05
0.085
0.131
4.718
0.023
FactorVAE
γ=10
2025.05
0.079
0.11
4.664
0.034
β-VAE
β=4
2025.05
0.049
0.076
2.615
0.003
VQ-VAE
2025.05
0.018
0.007
1.678
0.001
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