Active Modality Acquisition on MOSEI Audio imputed by Image and Text (test)
1.215AUROC (G_full)Oracle
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| OracleCategory=Upper Bounds (for reference)2025.05 | 1.215 | 1.275 | |
| True KL-Div.Category=Upper Bounds (for reference)2025.05 | 0.865 | 0.85 | |
| KL-DivCategory=Imputation-based (proposed)2025.05 | 0.857 | 0.846 | |
| True RankCategory=Upper Bounds (for reference)2025.05 | 0.833 | 0.837 | |
| ProbabilityCategory=Imputation-based (proposed)2025.05 | 0.667 | 0.725 | |
| UncertaintyCategory=Imputation-based (proposed)2025.05 | 0.646 | 0.694 | |
| True Uncert.Category=Upper Bounds (for reference)2025.05 | 0.645 | 0.693 | |
| UncertaintyCategory=Baselines (no imputation)2025.05 | 0.536 | 0.566 | |
| RandomCategory=Baselines (no imputation)2025.05 | 0.503 | 0.53 | |
| RankCategory=Imputation-based (proposed)2025.05 | 0.459 | 0.489 | |
| ProbabilityCategory=Baselines (no imputation)2025.05 | 0.368 | 0.462 |