Uncertainty Quantification in Visual Question Answering on VQA v2
0.853AUROCUQ-DAAAM
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| UQ-DAAAM2026.06 | 0.853 | 0.902 | 0.852 | 4.1 | 0.862 | |
| EigenScore2026.06 | 0.85 | 0.922 | 0.883 | 5.6 | 0.913 | |
| Semantic Entropy2026.06 | 0.84 | 0.909 | 0.897 | 5.6 | 0.902 | |
| LN-Entropy2026.06 | 0.763 | 0.563 | 0.566 | 5.5 | 0.899 | |
| Neighborhood2026.06 | 0.761 | 0.789 | 0.712 | 33.1 | 0.886 |