Disentanglement on SmallNORB (test)
64.78DCISODA
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SODAlayer modulation=true2023.11 | 64.78 | — | — | — | — | — | |
| SODAlayer modulation=false2023.11 | 59.1 | — | — | — | — | — | |
| DIP-VAEversion=II2023.11 | 51.2 | — | — | — | — | — | |
| β-TCVAE2023.11 | 50.56 | — | — | — | — | — | |
| β-VAE2023.11 | 50.4 | — | — | — | — | — | |
| FactorVAE2023.11 | 50.04 | — | — | — | — | — | |
| DIP-VAEversion=I2023.11 | 47.16 | — | — | — | — | — | |
| SlowVAEData Transition=LAP, Aggregation Type=median/a.d.2020.07 | 42.7 | 86 | 72.9 | 25.8 | 97.7 | 6.5 | |
| SlowVAEData Transition=LAP, Aggregation Type=mean/s.d.2020.07 | 42.6 | 85.9 | 73.1 | 25.7 | 97.5 | 6.8 | |
| SlowVAEData Transition=LAP-NC, Aggregation Type=mean/s.d.2020.07 | 42.6 | 85.7 | 73.3 | 26.2 | 97.6 | 6.6 | |
| SlowVAEData Transition=LAP-NC, Aggregation Type=median/a.d.2020.07 | 42.5 | 86.1 | 73.7 | 26.3 | 97.6 | 6.5 | |
| Ada-ML-VAEData Transition=LOC, Aggregation Type=median/a.d.2020.07 | 34.1 | 91 | 72.1 | 31.1 | 86.1 | 15.3 | |
| Ada-GVAEData Transition=LOC, Aggregation Type=median/a.d.2020.07 | 33.8 | 87.9 | 55.5 | 25.6 | 78.8 | 10.6 | |
| AnnealedVAE2023.11 | 33.14 | — | — | — | — | — | |
| SlowVAEData Transition=UNI, Aggregation Type=median/a.d.2020.07 | 28.8 | 78.8 | 46.2 | 23.7 | 92.1 | 7.8 | |
| SlowVAEData Transition=UNI, Aggregation Type=mean/s.d.2020.07 | 28.7 | 78.2 | 47 | 23.8 | 90.9 | 7.8 | |
| β-VAEData Transition=i.i.d., Aggregation Type=median/a.d.2020.07 | 28 | 74 | 49.5 | 21.4 | 89.5 | 9.8 |