Disentanglement Analysis on 3DShapes (full)
99.87Disentanglement Scoreβ-VAE
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| β-VAE2023.11 | 99.87 | 83.51 | 99.96 | 33.93 | 0.997 | 29.52 | 0.032 | |
| DIP-VAE (I)2023.11 | 99.75 | 82.59 | 99.97 | 34.23 | 0.997 | 31.04 | 0.031 | |
| DIP-VAE (II)2023.11 | 99.22 | 83.01 | 99.99 | 33.87 | 0.997 | 32.41 | 0.033 | |
| SODAlayer modulation=true2023.11 | 98.6 | 84.76 | 98.88 | 52.54 | 0.9999 | 0.32 | 0.0002 | |
| SODAlayer modulation=false2023.11 | 92.18 | 78.21 | 99.27 | 51.75 | 0.9997 | 0.36 | 0.0003 | |
| β-TCVAE2023.11 | 90.92 | 74.78 | 99.81 | 34.62 | 0.998 | 29.03 | 0.031 | |
| FactorVAE2023.11 | 87.62 | 87.52 | 98.64 | 30.37 | 0.994 | 48.89 | 0.058 | |
| AnnealedVAE2023.11 | 58.14 | 66.97 | 91.23 | 30.77 | 0.994 | 54.83 | 0.063 |