Disentanglement on Shapes3D (test) benchmark leaderboard · SOTA2 Research

Disentanglement on Shapes3D (test)

94.6DCIAda-GVAE

Evaluation Results

Method
Ada-GVAE2020.07	94.6	100	100	56.2	97.5	15.3	—
Ada-ML-VAE2020.07	94	100	100	50.9	98.8	12.7	—
SlowVAE2020.07	86.7	100	97	63.6	98.4	7	—
SlowVAE2020.07	86.1	98.4	97.4	61.6	98.2	8.2	—
SlowVAE2020.07	85.6	100	95.9	62.5	98.1	8.2	—
SlowVAE2020.07	85	100	95	61.5	98.3	8.9	—
SlowVAE2020.07	82.6	100	97.3	64.4	95.5	5.8	—
SlowVAE2020.07	82.3	99.9	95.4	58.8	95.2	5.7	—
β-VAE2020.07	58.8	98.6	83.9	22	93.8	6.2	—
EncDiff2024.02	0.999	—	0.989	—	—	—	—
EncDiff + Dependency Sparsity2026.04	0.947	—	1	—	—	—	—
EncDiff2026.04	0.901	—	0.9999	—	—	—	—
EncDiff + Latent Sparsity2026.04	0.891	—	0.967	—	—	—	—
DIP-VAE-II2025.05	0.867	0.227	—	0.089	—	0.231	0.996
β-VAE2025.05	0.805	0.23	—	0.169	—	0.224	0.871
FactorVAE2025.05	0.749	0.238	—	0.071	—	0.091	0.802
DisDiff2024.02	0.723	—	0.902	—	—	—	—
DisCo + Dependency Sparsity2026.04	0.712	—	0.868	—	—	—	—
DisCo2026.04	0.71	—	0.852	—	—	—	—
DisCo + Latent Sparsity2026.04	0.707	—	0.864	—	—	—	—
β-TC-VAE2025.05	0.681	0.227	—	0.049	—	0.083	0.778
Standard VAE2025.05	0.669	0.232	—	0.035	—	0.069	0.766
FactorVAE + Dependency Sparsity2026.04	0.575	—	0.871	—	—	—	—
FactorVAE2026.04	0.484	—	0.833	—	—	—	—
FactorVAE + Latent Sparsity2026.04	0.477	—	0.837	—	—	—	—
VQ-VAE2025.05	0.424	0.225	—	0.001	—	0.004	0.226
PDAE2024.02	0.3702	—	0.6514	—	—	—	—
Diff-AE2024.02	0.0653	—	0.1744	—	—	—	—