Active Modality Acquisition on MOSEI Image imputed by Text and Audio (test)
1.321AUROC (G_full)Oracle
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| OracleStrategy Category=Upper Bounds (for reference)2025.05 | 1.321 | 1.315 | |
| True KL-Div.Strategy Category=Upper Bounds (for reference)2025.05 | 0.979 | 0.862 | |
| True RankStrategy Category=Upper Bounds (for reference)2025.05 | 0.96 | 0.811 | |
| True Uncert.Strategy Category=Upper Bounds (for reference)2025.05 | 0.716 | 0.75 | |
| KL-DivStrategy Category=Imputation-based (proposed)2025.05 | 0.603 | 0.627 | |
| ProbabilityStrategy Category=Baselines (no imputation)2025.05 | 0.534 | 0.676 | |
| ProbabilityStrategy Category=Imputation-based (proposed)2025.05 | 0.513 | 0.61 | |
| UncertaintyStrategy Category=Baselines (no imputation)2025.05 | 0.513 | 0.48 | |
| UncertaintyStrategy Category=Imputation-based (proposed)2025.05 | 0.499 | 0.452 | |
| RandomStrategy Category=Baselines (no imputation)2025.05 | 0.489 | 0.527 | |
| RankStrategy Category=Imputation-based (proposed)2025.05 | 0.463 | 0.491 |