Disentanglement on COIL3
1Beta-VAELSBD-VAE
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| LSBD-VAEStatistic=mean2026.03 | 1 | 0.98 | 1 | 0.97 | 0.42 | 0.08 | 0.0001 | |
| LSBD-VAEStatistic=best2026.03 | 1 | 0.98 | 1 | 0.94 | 0.4 | 0.12 | 0.0001 | |
| LSBD-VAE*Statistic=best2026.03 | 1 | 0.96 | 0.88 | 0.86 | 0.28 | 0.13 | 0.0003 | |
| GMA-VAEStatistic=mean2026.03 | 1 | 1 | 1 | 1 | 0.35 | 0.17 | 0.0001 | |
| GMA-VAEStatistic=best2026.03 | 1 | 1 | 1 | 1 | 0.34 | 0.13 | 0.0001 | |
| SOBDRLStatistic=best2026.03 | 0.96 | 0.91 | 0.87 | 0.8 | 0.42 | 0.12 | 0.0003 | |
| LSBD-VAE*Statistic=mean2026.03 | 0.86 | 0.92 | 0.83 | 0.75 | 0.21 | 0.12 | 0.0032 | |
| SOBDRLStatistic=mean2026.03 | 0.86 | 0.88 | 0.82 | 0.66 | 0.26 | 0.1 | 0.0005 | |
| Factor-VAE2026.03 | 0.74 | 0.84 | 0.8 | 0.28 | 0.11 | 0.13 | — | |
| A-VAEStatistic=best2026.03 | 0.5 | 0.85 | 0.62 | 0.13 | 0.02 | 0.04 | 0.0002 | |
| A-VAEStatistic=mean2026.03 | 0.49 | 0.8 | 0.61 | 0.15 | 0.03 | 0.04 | 0.0003 | |
| DIP-VAE II2026.03 | 0.49 | 0.82 | 0.75 | 0.1 | 0.08 | 0.06 | — | |
| β-VAE2026.03 | 0.44 | 0.82 | 0.76 | 0.1 | 0.04 | 0.08 | — | |
| DIP-VAE I2026.03 | 0.41 | 0.84 | 0.78 | 0.04 | 0.06 | 0.04 | — | |
| Random2026.03 | 0.38 | 0.65 | 0.77 | 0.05 | 0.08 | 0.05 | — |