Imputation on Facial expression dataset MCAR
0.1526Wasserstein DistanceMICE
Evaluation results
| Method | Links | |
|---|---|---|
| MICERate=5%2026.07 | 0.1526 | |
| MissForestRate=5%2026.07 | 0.1674 | |
| MICERate=10%2026.07 | 0.1734 | |
| MICERate=15%2026.07 | 0.1936 | |
| MICERate=25%2026.07 | 0.2011 | |
| MICERate=20%2026.07 | 0.2105 | |
| MissForestRate=10%2026.07 | 0.2191 | |
| MICERate=30%2026.07 | 0.2432 | |
| MissForestRate=15%2026.07 | 0.2645 | |
| MissForestRate=20%2026.07 | 0.3165 | |
| MICERate=35%2026.07 | 0.3641 | |
| MissForestRate=25%2026.07 | 0.3779 | |
| MissForestRate=30%2026.07 | 0.4633 | |
| VAERate=5%2026.07 | 0.4689 | |
| Joint Latent Diffusion ProcessRate=5%2026.07 | 0.5025 | |
| GAINRate=5%2026.07 | 0.5151 | |
| KNNRate=5%2026.07 | 0.5838 | |
| VAERate=10%2026.07 | 0.5846 | |
| MissForestRate=35%2026.07 | 0.586 | |
| Joint Latent Diffusion ProcessRate=10%2026.07 | 0.6002 | |
| Joint Latent Diffusion ProcessRate=15%2026.07 | 0.6666 | |
| MICERate=40%2026.07 | 0.6715 | |
| GAINRate=10%2026.07 | 0.6938 | |
| KNNRate=10%2026.07 | 0.6981 | |
| Joint Latent Diffusion ProcessRate=20%2026.07 | 0.7156 | |
| GAINRate=15%2026.07 | 0.7285 | |
| PCARate=5%2026.07 | 0.743 | |
| Joint Latent Diffusion ProcessRate=25%2026.07 | 0.7724 | |
| KNNRate=15%2026.07 | 0.7757 | |
| GAINRate=20%2026.07 | 0.8044 | |
| MissForestRate=40%2026.07 | 0.8098 | |
| Joint Latent Diffusion ProcessRate=30%2026.07 | 0.8289 | |
| KNNRate=20%2026.07 | 0.8582 | |
| Joint Latent Diffusion ProcessRate=35%2026.07 | 0.8711 | |
| PCARate=10%2026.07 | 0.8926 | |
| GAINRate=25%2026.07 | 0.9093 | |
| Joint Latent Diffusion ProcessRate=40%2026.07 | 0.9136 | |
| KNNRate=25%2026.07 | 0.9359 | |
| Joint Latent Diffusion ProcessRate=45%2026.07 | 0.9495 | |
| KNNRate=30%2026.07 | 1.0057 | |
| PCARate=15%2026.07 | 1.0175 | |
| KNNRate=35%2026.07 | 1.0632 | |
| KNNRate=40%2026.07 | 1.0997 | |
| PCARate=20%2026.07 | 1.1191 | |
| KNNRate=45%2026.07 | 1.1326 | |
| PCARate=25%2026.07 | 1.2027 | |
| GAINRate=35%2026.07 | 1.2297 | |
| MissForestRate=45%2026.07 | 1.2355 | |
| PCARate=30%2026.07 | 1.2575 | |
| PCARate=35%2026.07 | 1.3031 | |
| PCARate=40%2026.07 | 1.3393 | |
| GAINRate=40%2026.07 | 1.3634 | |
| PCARate=45%2026.07 | 1.3662 | |
| GAINRate=30%2026.07 | 1.4685 | |
| GAINRate=45%2026.07 | 1.935 | |
| MeanRate=5%2026.07 | 2.1107 | |
| MeanRate=10%2026.07 | 2.5143 | |
| MeanRate=15%2026.07 | 2.7719 | |
| MeanRate=20%2026.07 | 2.9654 | |
| MeanRate=25%2026.07 | 3.1244 | |
| MeanRate=30%2026.07 | 3.2595 | |
| MeanRate=35%2026.07 | 3.3775 | |
| MICERate=45%2026.07 | 3.3864 | |
| MeanRate=40%2026.07 | 3.4826 | |
| MeanRate=45%2026.07 | 3.581 |