Disentanglement on FlatLand permutation colors
1Beta-VAELSBD-VAE
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| LSBD-VAEAggregate statistic=mean2026.03 | 1 | 0.97 | 1 | 0.95 | 0.46 | 0.04 | 0 | |
| LSBD-VAEAggregate statistic=best2026.03 | 1 | 0.97 | 1 | 0.98 | 0.59 | 0.02 | 0 | |
| LSBD-VAE*Aggregate statistic=mean2026.03 | 1 | 0.98 | 1 | 0.99 | 0.4 | 0.08 | 0 | |
| LSBD-VAE*Aggregate statistic=best2026.03 | 1 | 0.98 | 1 | 1 | 0.46 | 0 | 0 | |
| SOBDRLAggregate statistic=mean2026.03 | 1 | 0.74 | 0.79 | 0.5 | 0.25 | 0.08 | 0.0036 | |
| SOBDRLAggregate statistic=best2026.03 | 1 | 0.76 | 0.8 | 0.43 | 0.16 | 0.12 | 0.0036 | |
| GMA-VAEAggregate statistic=mean2026.03 | 1 | 0.99 | 1 | 0.99 | 0.51 | 0.08 | 0 | |
| GMA-VAEAggregate statistic=best2026.03 | 1 | 1 | 1 | 1 | 0.59 | 0.11 | 0 | |
| A-VAEAggregate statistic=best2026.03 | 1 | 0.95 | 1 | 0.47 | 0.28 | 0.07 | 0 | |
| A-VAEAggregate statistic=mean2026.03 | 0.87 | 0.89 | 0.92 | 0.47 | 0.15 | 0.09 | 0 | |
| Factor-VAE2026.03 | 0.77 | 0.61 | 0.79 | 0.13 | 0.17 | 0.05 | — | |
| DIP-VAE II2026.03 | 0.7 | 0.71 | 0.81 | 0.11 | 0.1 | 0.04 | — | |
| β-VAE2026.03 | 0.64 | 0.6 | 0.8 | 0.13 | 0.12 | 0.03 | — | |
| DIP-VAE I2026.03 | 0.6 | 0.71 | 0.87 | 0.11 | 0.1 | 0.06 | — | |
| Random2026.03 | 0.46 | 0.59 | 0.68 | 0.05 | 0.09 | 0.03 | — |