Active Modality Acquisition (Text imputed by Audio) on MOSEI
8.867AUROCOracle
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| OracleCategory=Upper Bounds (for reference)2025.05 | 8.867 | 16.066 | |
| ProbabilityCategory=Imputation-based (proposed)2025.05 | 3.157 | 6.861 | |
| KL-DivCategory=Imputation-based (proposed)2025.05 | 2.962 | 4.582 | |
| UncertaintyCategory=Imputation-based (proposed)2025.05 | 1.592 | 3.844 | |
| True Uncert.Category=Upper Bounds (for reference)2025.05 | 0.913 | 0.893 | |
| ProbabilityCategory=Baselines (no imputation)2025.05 | 0.662 | 0.971 | |
| True KL-Div.Category=Upper Bounds (for reference)2025.05 | 0.645 | 0.387 | |
| UncertaintyCategory=Baselines (no imputation)2025.05 | 0.591 | 0.473 | |
| True RankCategory=Upper Bounds (for reference)2025.05 | 0.494 | 0.015 | |
| RankCategory=Imputation-based (proposed)2025.05 | 0.413 | 1.134 | |
| RandomCategory=Baselines (no imputation)2025.05 | 0.316 | 0.376 |