Active Modality Acquisition on MOSEI Text imputed by Image and Audio (test)
1.207AUROCOracle
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| OracleStrategy Category=Upper Bounds (for reference)2025.05 | 1.207 | 1.28 | |
| KL-DivStrategy Category=Imputation-based (proposed)2025.05 | 0.892 | 0.894 | |
| True KL-Div.Strategy Category=Upper Bounds (for reference)2025.05 | 0.851 | 0.842 | |
| True RankStrategy Category=Upper Bounds (for reference)2025.05 | 0.836 | 0.84 | |
| ProbabilityStrategy Category=Imputation-based (proposed)2025.05 | 0.665 | 0.727 | |
| UncertaintyStrategy Category=Imputation-based (proposed)2025.05 | 0.662 | 0.72 | |
| True Uncert.Strategy Category=Upper Bounds (for reference)2025.05 | 0.649 | 0.691 | |
| UncertaintyStrategy Category=Baselines (no imputation)2025.05 | 0.538 | 0.567 | |
| RandomStrategy Category=Baselines (no imputation)2025.05 | 0.512 | 0.531 | |
| RankStrategy Category=Imputation-based (proposed)2025.05 | 0.489 | 0.52 | |
| ProbabilityStrategy Category=Baselines (no imputation)2025.05 | 0.379 | 0.462 |