Active Modality Acquisition on MOSEI Audio imputed by Image
1.238AUROCOracle
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OracleCategory=Upper Bounds (for reference)2025.05 | 1.238 | 1.207 | |
| True KL-Div.Category=Upper Bounds (for reference)2025.05 | 0.826 | 0.821 | |
| KL-DivCategory=Imputation-based (proposed)2025.05 | 0.8 | 0.803 | |
| True RankCategory=Upper Bounds (for reference)2025.05 | 0.752 | 0.78 | |
| ProbabilityCategory=Imputation-based (proposed)2025.05 | 0.684 | 0.737 | |
| UncertaintyCategory=Imputation-based (proposed)2025.05 | 0.552 | 0.625 | |
| True Uncert.Category=Upper Bounds (for reference)2025.05 | 0.544 | 0.627 | |
| UncertaintyCategory=Baselines (no imputation)2025.05 | 0.436 | 0.502 | |
| RandomCategory=Baselines (no imputation)2025.05 | 0.397 | 0.478 | |
| ProbabilityCategory=Baselines (no imputation)2025.05 | 0.374 | 0.51 | |
| RankCategory=Imputation-based (proposed)2025.05 | 0.326 | 0.445 |