Disentanglement on MPI3D (Beta-VAE, Inde, Mod, DCI, SAP, MIG, Prediction)
49Modularity ScoreGMA-VAE
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| GMA-VAEStatistic=mean2026.03 | 49 | 100 | 97 | 53 | 21 | 4 | 0.16 | |
| SOBDRLStatistic=mean2026.03 | 47 | 100 | 93 | 32 | 28 | 4 | 0.085 | |
| HAEStatistic=mean2026.03 | 42 | 100 | 71 | 19 | 29 | 2 | 0.046 | |
| β-VAE2026.03 | 41 | 81 | 53 | 2 | 8 | 3 | — | |
| SOBDRLStatistic=best2026.03 | 40 | 100 | 93 | 29 | 14 | 2 | 0.068 | |
| HAEStatistic=best2026.03 | 40 | 100 | 96 | 39 | 54 | 0.26 | 0.047 | |
| GMA-VAEStatistic=best2026.03 | 40 | 100 | 99 | 58 | 15 | 6 | 0.035 | |
| Random2026.03 | 36 | 63 | 52 | 0.84 | 6 | 2 | — | |
| FactorVAELayer=μ (latent)2025.05 | 3.4 | — | — | — | — | — | — | |
| β-TC-VAELayer=μ (latent)2025.05 | 2.8 | — | — | — | — | — | — | |
| Standard VAELayer=μ (latent)2025.05 | 2.3 | — | — | — | — | — | — | |
| DIP-VAE-IILayer=μ (latent)2025.05 | 0.9 | — | — | — | — | — | — | |
| β-VAELayer=μ (latent)2025.05 | 0.3 | — | — | — | — | — | — | |
| VQ-VAELayer=μ (latent)2025.05 | 0.1 | — | — | — | — | — | — |