Active Modality Acquisition on MOSEI
1.478AUROC (G_full)Oracle
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| OracleCategory=Upper Bounds (for reference)2025.05 | 1.478 | 1.666 | |
| True KL-Div.Category=Upper Bounds (for reference)2025.05 | 0.882 | 0.838 | |
| KL-DivergenceCategory=Imputation-based (proposed)2025.05 | 0.855 | 0.889 | |
| True RankCategory=Upper Bounds (for reference)2025.05 | 0.849 | 0.806 | |
| ProbabilityCategory=Imputation-based (proposed)2025.05 | 0.707 | 0.846 | |
| True Uncert.Category=Upper Bounds (for reference)2025.05 | 0.663 | 0.708 | |
| UncertaintyCategory=Imputation-based (proposed)2025.05 | 0.63 | 0.706 | |
| UncertaintyCategory=Baselines (no imputation)2025.05 | 0.525 | 0.54 | |
| RandomCategory=Baselines (no imputation)2025.05 | 0.49 | 0.525 | |
| ProbabilityCategory=Baselines (no imputation)2025.05 | 0.433 | 0.543 | |
| RankCategory=Imputation-based (proposed)2025.05 | 0.432 | 0.457 |