3D Medical Shape Disentanglement on ADNI
0.38Disease SAPOurs
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Ours2026.03 | 0.38 | 0.73 | 78.67 | 0.67 | 0.86 | 0.061 | 0.0019 | |
| Ourscovariance regularization=none2026.03 | 0.34 | 0.73 | 76.55 | 0.63 | 0.83 | 0.068 | 0.0018 | |
| Ourstemperature=fixed2026.03 | 0.3 | 0.69 | 76.31 | 0.63 | 0.82 | 0.065 | 0.0018 | |
| HLLE+ICA2026.03 | 0.18 | 0.67 | 71.76 | 0.02 | 0.18 | 0.161 | — | |
| DIP-VAE2026.03 | 0.18 | 0.48 | 53.61 | 0.63 | 0.86 | 0.062 | 0.0017 | |
| β-TCVAE2026.03 | 0.16 | 0.49 | 51.94 | 0.64 | 0.82 | 0.068 | 0.0017 | |
| β-VAE2026.03 | 0.15 | 0.47 | 51.27 | 0.61 | 0.79 | 0.065 | 0.0016 | |
| PCA2026.03 | 0.14 | 0.57 | 67.38 | 0.03 | 0.22 | 0.162 | 0.002 | |
| ICA2026.03 | 0.14 | 0.61 | 63.15 | 0.02 | 0.2 | 0.162 | 0.0021 |