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Benchmarks
Disentangled Representation Learning on CelebA
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0.099
DCI
Standard VAE
0.05012
0.06281
0.0755
0.08819
May 6, 2025
DCI
MIG
CES
Modularity (μ)
Updated 1mo ago
Evaluation Results
Method
Method
Links
DCI
MIG
CES
Modularity (μ)
Standard VAE
2025.05
0.099
0.004
15.863
0.241
β-VAE
β=4
2025.05
0.087
0.007
14.853
0.352
β-TC-VAE
2025.05
0.081
0.003
15.738
0.167
FactorVAE
γ=10
2025.05
0.078
0.004
14.534
0.086
DIP-VAE-II
2025.05
0.073
0.003
15.868
0.676
VQ-VAE
2025.05
0.052
0.001
2.274
0.001
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