Disentanglement on COIL 2
100Beta-VAELSBD-VAE
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| LSBD-VAEAggregation Type=mean2026.03 | 100 | 99 | 100 | 98 | 31 | 1 | 0.0001 | |
| LSBD-VAEAggregation Type=best2026.03 | 100 | 99 | 100 | 92 | 43 | 0 | 0.0001 | |
| LSBD-VAE*Aggregation Type=mean2026.03 | 100 | 99 | 100 | 97 | 25 | 4 | 0.0001 | |
| LSBD-VAE*Aggregation Type=best2026.03 | 100 | 99 | 98 | 91 | 45 | 0 | 0.0001 | |
| SOBDRLAggregation Type=best2026.03 | 100 | 100 | 98 | 100 | 60 | 42 | 0.0001 | |
| GMA-VAEAggregation Type=mean2026.03 | 100 | 100 | 100 | 100 | 64 | 46 | 0.0001 | |
| GMA-VAEAggregation Type=best2026.03 | 100 | 100 | 100 | 100 | 71 | 48 | 0.0001 | |
| SOBDRLAggregation Type=mean2026.03 | 99 | 91 | 90 | 90 | 52 | 31 | 0.0001 | |
| DIP-VAE II2026.03 | 84 | 75 | 83 | 42 | 37 | 16 | — | |
| A-VAEAggregation Type=best2026.03 | 81 | 85 | 75 | 55 | 4 | 5 | 0.0001 | |
| Factor-VAE2026.03 | 81 | 78 | 87 | 50 | 34 | 23 | — | |
| A-VAEAggregation Type=mean2026.03 | 79 | 79 | 67 | 58 | 8 | 9 | 0.0001 | |
| DIP-VAE I2026.03 | 74 | 71 | 83 | 41 | 32 | 22 | — | |
| β-VAE2026.03 | 67 | 75 | 83 | 36 | 30 | 24 | — | |
| Random2026.03 | 58 | 64 | 83 | 27 | 11 | 13 | — |