Uncertainty Quantification
Benchmarks
Dataset NameSOTA methodMetricTrendResultsLast Updated
91.05Coverage
6
Jul 1, 2026
92.56Coverage
6
Jul 1, 2026
20Epistemic R2
6
Jun 18, 2026
0.54R2 (Epistemic)
6
Jun 18, 2026
0.009W1
6
Jun 4, 2026
90.48AUROC
6
Jun 1, 2026
84.04AUROC
6
Jun 1, 2026
79.66AUROC
6
Jun 1, 2026
7.63ΔDice@90
6
May 27, 2026
9.26ΔDice@90
6
May 27, 2026
1.22ΔDice@90
6
May 27, 2026
4.4ΔDice@90
6
May 27, 2026
8.13ΔDice@90
6
May 27, 2026
0MSE
6
May 26, 2026
24.06LL
6
May 19, 2026
31.46Log-Likelihood
6
May 19, 2026
44.33LL
6
May 19, 2026
21.33LL
6
May 19, 2026
-3.02Mean Residual (L)
6
May 18, 2026
0.099NLL (brightness)
6
Apr 13, 2026
98.5PICP
6
Mar 31, 2026
93.6PICP
6
Mar 31, 2026
95.9PICP
6
Mar 31, 2026
71.7AUROC
6
Feb 26, 2026
97.9Coverage Probability (CP)
5
Mar 18, 2026