Disentangled Representation Learning on FlatLand rotation colors
1Beta-VAE ScoreLSBD-VAE
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| LSBD-VAEAggregation=mean2026.03 | 1 | 0.96 | 1 | 0.98 | 0.53 | 0.1 | 0 | |
| LSBD-VAEAggregation=best2026.03 | 1 | 0.96 | 1 | 1 | 0.46 | 0.23 | 0 | |
| LSBD-VAE*Aggregation=mean2026.03 | 1 | 0.93 | 0.9 | 0.87 | 0.4 | 0.07 | 0 | |
| LSBD-VAE*Aggregation=best2026.03 | 1 | 0.97 | 1 | 0.98 | 0.53 | 0.02 | 0 | |
| GMA-VAEAggregation=mean2026.03 | 1 | 1 | 1 | 1 | 0.54 | 0.01 | 0 | |
| GMA-VAEAggregation=best2026.03 | 1 | 1 | 1 | 1 | 0.51 | 0 | 0 | |
| SOBDRLAggregation=best2026.03 | 0.99 | 0.84 | 0.77 | 0.56 | 0.44 | 0.02 | 0 | |
| A-VAEAggregation=best2026.03 | 0.95 | 0.82 | 0.77 | 0.48 | 0.03 | 0.05 | 0 | |
| SOBDRLAggregation=mean2026.03 | 0.93 | 0.78 | 0.85 | 0.53 | 0.28 | 0.1 | 0 | |
| A-VAEAggregation=mean2026.03 | 0.89 | 0.84 | 0.76 | 0.44 | 0.11 | 0.05 | 0 | |
| DIP-VAE II2026.03 | 0.84 | 0.62 | 0.74 | 0.17 | 0.18 | 0.05 | — | |
| Factor-VAE2026.03 | 0.69 | 0.69 | 0.81 | 0.24 | 0.29 | 0.16 | — | |
| β-VAE2026.03 | 0.68 | 0.77 | 0.88 | 0.22 | 0.2 | 0.13 | — | |
| DIP-VAE I2026.03 | 0.56 | 0.67 | 0.78 | 0.12 | 0.11 | 0.04 | — | |
| Random2026.03 | 0.41 | 0.51 | 0.61 | 0.05 | 0.05 | 0.04 | — |