Imputation on Facial expression dataset (MAR)
0.1535Wasserstein DistanceMICE
Evaluation results
| Method | Links | |
|---|---|---|
| MICERate=5%2026.07 | 0.1535 | |
| MissForestRate=5%2026.07 | 0.171 | |
| MICERate=10%2026.07 | 0.1741 | |
| MICERate=15%2026.07 | 0.1945 | |
| MICERate=20%2026.07 | 0.1945 | |
| MICERate=25%2026.07 | 0.2114 | |
| MICERate=30%2026.07 | 0.2131 | |
| MissForestRate=10%2026.07 | 0.2193 | |
| MICERate=35%2026.07 | 0.2387 | |
| MissForestRate=15%2026.07 | 0.265 | |
| MissForestRate=20%2026.07 | 0.265 | |
| MissForestRate=25%2026.07 | 0.3144 | |
| MICERate=40%2026.07 | 0.3568 | |
| MissForestRate=30%2026.07 | 0.3766 | |
| MissForestRate=35%2026.07 | 0.4643 | |
| VAERate=5%2026.07 | 0.4714 | |
| Joint Latent Diffusion ProcessRate=5%2026.07 | 0.5074 | |
| GAINRate=5%2026.07 | 0.5227 | |
| MissForestRate=40%2026.07 | 0.5886 | |
| KNNRate=5%2026.07 | 0.5924 | |
| Joint Latent Diffusion ProcessRate=10%2026.07 | 0.6035 | |
| GAINRate=10%2026.07 | 0.647 | |
| Joint Latent Diffusion ProcessRate=20%2026.07 | 0.664 | |
| Joint Latent Diffusion ProcessRate=15%2026.07 | 0.6654 | |
| KNNRate=10%2026.07 | 0.7041 | |
| Joint Latent Diffusion ProcessRate=25%2026.07 | 0.7148 | |
| PCARate=5%2026.07 | 0.7441 | |
| MICERate=45%2026.07 | 0.7643 | |
| Joint Latent Diffusion ProcessRate=30%2026.07 | 0.766 | |
| KNNRate=15%2026.07 | 0.7875 | |
| KNNRate=20%2026.07 | 0.7875 | |
| GAINRate=20%2026.07 | 0.7917 | |
| GAINRate=15%2026.07 | 0.7977 | |
| MissForestRate=45%2026.07 | 0.8111 | |
| Joint Latent Diffusion ProcessRate=35%2026.07 | 0.8214 | |
| KNNRate=25%2026.07 | 0.8609 | |
| Joint Latent Diffusion ProcessRate=40%2026.07 | 0.8702 | |
| PCARate=10%2026.07 | 0.8971 | |
| Joint Latent Diffusion ProcessRate=45%2026.07 | 0.9139 | |
| KNNRate=30%2026.07 | 0.9388 | |
| KNNRate=35%2026.07 | 1.0057 | |
| PCARate=15%2026.07 | 1.0131 | |
| PCARate=20%2026.07 | 1.0131 | |
| GAINRate=25%2026.07 | 1.0547 | |
| KNNRate=40%2026.07 | 1.057 | |
| KNNRate=45%2026.07 | 1.104 | |
| PCARate=25%2026.07 | 1.1186 | |
| PCARate=30%2026.07 | 1.205 | |
| PCARate=35%2026.07 | 1.2602 | |
| PCARate=40%2026.07 | 1.302 | |
| PCARate=45%2026.07 | 1.3419 | |
| GAINRate=30%2026.07 | 1.6357 | |
| GAINRate=35%2026.07 | 1.8959 | |
| MeanRate=5%2026.07 | 2.1519 | |
| MeanRate=10%2026.07 | 2.5456 | |
| GAINRate=40%2026.07 | 2.7337 | |
| MeanRate=15%2026.07 | 2.7936 | |
| MeanRate=20%2026.07 | 2.7936 | |
| MeanRate=25%2026.07 | 2.9809 | |
| MeanRate=30%2026.07 | 3.1307 | |
| MeanRate=35%2026.07 | 3.2618 | |
| MeanRate=40%2026.07 | 3.3766 | |
| MeanRate=45%2026.07 | 3.4813 | |
| GAINRate=45%2026.07 | 3.7308 |