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Benchmarks
Uncertainty Quantification in Visual Question Answering on VQA v2
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0.853
AUROC
UQ-DAAAM
0.75732
0.78216
0.807
0.83184
Jun 6, 2026
AUROC
Pearson Correlation Coefficient
Spearman Correlation Coefficient
ECE
AURAC
Updated 1mo ago
Evaluation Results
Method
Method
Links
AUROC
Pearson Correlation Coefficient
Spearman Correlation Coefficient
ECE
AURAC
UQ-DAAAM
2026.06
0.853
0.902
0.852
4.1
0.862
EigenScore
2026.06
0.85
0.922
0.883
5.6
0.913
Semantic Entropy
2026.06
0.84
0.909
0.897
5.6
0.902
LN-Entropy
2026.06
0.763
0.563
0.566
5.5
0.899
Neighborhood
2026.06
0.761
0.789
0.712
33.1
0.886
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