Disentanglement Analysis on MPI3D real
81.19Disentanglement ScoreSODA
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| SODAlayer modulation=true2023.11 | 81.19 | 50.92 | 77.69 | 42.51 | 0.997 | 0.61 | 0.006 | |
| SODAlayer modulation=false2023.11 | 75.47 | 51.3 | 77.32 | 41.03 | 0.998 | 1.57 | 0.007 | |
| DIP-VAE (I)2023.11 | 53.01 | 40.35 | 72.05 | 36.68 | 0.988 | 18.31 | 0.037 | |
| β-TCVAE2023.11 | 48.6 | 44.68 | 67.03 | 36.47 | 0.987 | 19.74 | 0.04 | |
| β-VAE2023.11 | 48.56 | 48.2 | 68.19 | 36.64 | 0.988 | 19.35 | 0.038 | |
| FactorVAE2023.11 | 33.99 | 41.48 | 59.74 | 34.19 | 0.978 | 33.7 | 0.062 | |
| DIP-VAE (II)2023.11 | 33.54 | 38.72 | 65.57 | 36.37 | 0.987 | 20.36 | 0.041 | |
| AnnealedVAE2023.11 | 17.62 | 17.41 | 53.6 | 31.97 | 0.963 | 40.33 | 0.083 |