Active Modality Acquisition on MOSEI Text imputed by Image
1.613AUROC (G_full)Oracle
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| OracleStrategy category=Upper Bounds (for reference)2025.05 | 1.613 | 1.493 | |
| KL-DivStrategy category=Imputation-based (proposed)2025.05 | 0.9 | 0.896 | |
| True KL-Div.Strategy category=Upper Bounds (for reference)2025.05 | 0.845 | 0.843 | |
| ProbabilityStrategy category=Imputation-based (proposed)2025.05 | 0.806 | 0.861 | |
| True RankStrategy category=Upper Bounds (for reference)2025.05 | 0.772 | 0.784 | |
| UncertaintyStrategy category=Imputation-based (proposed)2025.05 | 0.651 | 0.747 | |
| True Uncert.Strategy category=Upper Bounds (for reference)2025.05 | 0.633 | 0.697 | |
| UncertaintyStrategy category=Baselines (no imputation)2025.05 | 0.466 | 0.537 | |
| ProbabilityStrategy category=Baselines (no imputation)2025.05 | 0.418 | 0.532 | |
| RandomStrategy category=Baselines (no imputation)2025.05 | 0.417 | 0.489 | |
| RankStrategy category=Imputation-based (proposed)2025.05 | 0.309 | 0.42 |