Active Modality Acquisition on MOSEI Audio imputed by Text (test)
4.955AUROCOracle
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| OracleCategory=Upper Bounds (for reference)2025.05 | 4.955 | 6.275 | |
| ProbabilityCategory=Imputation-based (proposed)2025.05 | 2.306 | 2.571 | |
| KL-DivCategory=Imputation-based (proposed)2025.05 | 2.305 | 2.335 | |
| UncertaintyCategory=Imputation-based (proposed)2025.05 | 1.154 | 1.626 | |
| True KL-Div.Category=Upper Bounds (for reference)2025.05 | 0.815 | 0.817 | |
| True RankCategory=Upper Bounds (for reference)2025.05 | 0.563 | 0.645 | |
| True Uncert.Category=Upper Bounds (for reference)2025.05 | 0.52 | 0.604 | |
| UncertaintyCategory=Baselines (no imputation)2025.05 | 0.519 | 0.604 | |
| ProbabilityCategory=Baselines (no imputation)2025.05 | 0.416 | 0.511 | |
| RandomCategory=Baselines (no imputation)2025.05 | 0.326 | 0.439 | |
| RankCategory=Imputation-based (proposed)2025.05 | 0.21 | 0.093 |