Active Modality Acquisition (Image imputed by Audio) on MOSEI
1.052AUROCOracle
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| OracleStrategy Category=Upper Bounds2025.05 | 1.052 | 1.011 | |
| True KL-Div.Strategy Category=Upper Bounds2025.05 | 0.785 | 0.803 | |
| True RankStrategy Category=Upper Bounds2025.05 | 0.783 | 0.802 | |
| True Uncert.Strategy Category=Upper Bounds2025.05 | 0.672 | 0.742 | |
| RankStrategy Category=Imputation-based2025.05 | 0.576 | 0.614 | |
| KL-DivStrategy Category=Imputation-based2025.05 | 0.566 | 0.601 | |
| RandomStrategy Category=Baselines (no imputation)2025.05 | 0.553 | 0.603 | |
| ProbabilityStrategy Category=Imputation-based2025.05 | 0.547 | 0.629 | |
| UncertaintyStrategy Category=Imputation-based2025.05 | 0.545 | 0.586 | |
| UncertaintyStrategy Category=Baselines (no imputation)2025.05 | 0.545 | 0.601 | |
| ProbabilityStrategy Category=Baselines (no imputation)2025.05 | 0.526 | 0.616 |