Disentanglement Analysis on MPI3D complex
0.507DCI ScoreOmniPrism
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| OmniPrism2024.12 | 0.507 | — | — | — | — | — | — | — | |
| OmniPrism2024.12 | 0.507 | — | — | — | — | — | — | — | |
| SSR-Encoder2024.12 | 0.429 | — | — | — | — | — | — | — | |
| SSR-Encoder2024.12 | 0.429 | — | — | — | — | — | — | — | |
| IP-Adapter2024.12 | 0.422 | — | — | — | — | — | — | — | |
| MS-Diffusion2024.12 | 0.422 | — | — | — | — | — | — | — | |
| IP-Adapter2024.12 | 0.422 | — | — | — | — | — | — | — | |
| MS-Diffusion2024.12 | 0.422 | — | — | — | — | — | — | — | |
| Yao et al.2024.12 | 0.42 | — | — | — | — | — | — | — | |
| Yao et al.2024.12 | 0.42 | — | — | — | — | — | — | — | |
| BLIP-Diffusion2024.12 | 0.358 | — | — | — | — | — | — | — | |
| BLIP-Diffusion2024.12 | 0.358 | — | — | — | — | — | — | — | |
| DEADiff2024.12 | 0.336 | — | — | — | — | — | — | — | |
| DEADiff2024.12 | 0.336 | — | — | — | — | — | — | — | |
| AnnealedVAE2023.11 | — | 21.08 | 21.27 | 57.73 | 31.37 | 0.952 | 39.71 | 0.077 | |
| DIP-VAE (I)2023.11 | — | 58.49 | 51.67 | 76.64 | 35.14 | 0.98 | 23.5 | 0.042 | |
| DIP-VAE (II)2023.11 | — | 35 | 40.21 | 72.3 | 35.03 | 0.979 | 27.44 | 0.045 | |
| FactorVAE2023.11 | — | 37.5 | 48.55 | 68.12 | 32.93 | 0.966 | 36.27 | 0.067 | |
| SODAlayer modulation=false2023.11 | — | 86.55 | 56.6 | 77.43 | 44.23 | 0.998 | 0.47 | 0.007 | |
| SODAlayer modulation=true2023.11 | — | 89.76 | 56.98 | 78.22 | 43.18 | 0.997 | 0.44 | 0.006 | |
| β-TCVAE2023.11 | — | 42.99 | 46.39 | 74.26 | 35.42 | 0.981 | 24.9 | 0.042 | |
| β-VAE2023.11 | — | 51.82 | 50.7 | 74.47 | 35.58 | 0.982 | 22.78 | 0.039 |