Active Modality Acquisition on MOSEI Image imputed by Text
99.5AUROC (Gfull)Oracle
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| OracleCategory=Upper Bounds (for reference)2025.05 | 99.5 | 99.5 | |
| True KL-Div.Category=Upper Bounds (for reference)2025.05 | 77.7 | 79 | |
| True RankCategory=Upper Bounds (for reference)2025.05 | 76.3 | 78.1 | |
| True Uncert.Category=Upper Bounds (for reference)2025.05 | 59.9 | 67.3 | |
| KL-DivCategory=Imputation-based (proposed), Imputation=true2025.05 | 55.1 | 59 | |
| RankCategory=Imputation-based (proposed), Imputation=true2025.05 | 52.4 | 56 | |
| RandomCategory=Baselines (no imputation), Imputation=false2025.05 | 52.1 | 57.5 | |
| UncertaintyCategory=Baselines (no imputation), Imputation=false2025.05 | 50.7 | 56.5 | |
| UncertaintyCategory=Imputation-based (proposed), Imputation=true2025.05 | 50 | 56.7 | |
| ProbabilityCategory=Imputation-based (proposed), Imputation=true2025.05 | 47.3 | 59.8 | |
| ProbabilityCategory=Baselines (no imputation), Imputation=false2025.05 | 45.1 | 57.8 |