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Benchmarks
Disentangled Representation Learning on SmallNORB
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0.268
DCI
Standard VAE
0.04648
0.10399
0.1615
0.21901
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
0.268
0.097
3.399
0.008
β-TC-VAE
2025.05
0.268
0.124
3.304
0.007
FactorVAE
gamma=10
2025.05
0.243
0.099
3.186
0.007
DIP-VAE-II
2025.05
0.227
0.099
3.536
0.026
β-VAE
beta=4
2025.05
0.223
0.115
2.369
0.001
VQ-VAE
2025.05
0.055
0.002
1.819
0
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