Out-of-Distribution Detection
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
80.98AUROC (Near)
8
May 28, 2026
62.16OOD AUROC (sigma=0.05)
8
May 27, 2026
90.21ID Accuracy
8
May 27, 2026
7.9FPR@95% TPR
8
May 26, 2026
77.9AUPR (SVHN)
8
May 26, 2026
91.58AUPR (SVHN)
8
May 26, 2026
76.52AUPR
8
May 26, 2026
18.71FPR95 (SUN)
8
Apr 28, 2026
83.65MP
8
Apr 13, 2026
74.91MP
8
Apr 13, 2026
86.67MP
8
Apr 13, 2026
85.19Mean Precision (MP)
8
Apr 13, 2026
99.2AUC (LSUN)
8
Feb 27, 2026
88.37AUROC
8
Feb 26, 2026
99.76AUPR
8
Feb 26, 2026
0.59AUROC
8
Feb 26, 2026
63.33FPR
8
Feb 26, 2026
0.269FPR
8
Feb 26, 2026
64.89FPR
8
Feb 26, 2026
92.87AUROC
8
Feb 26, 2026
81.8AUF
8
Feb 26, 2026
90AUF
8
Feb 26, 2026
91.5AUF
8
Feb 26, 2026
72.05AUPR
8
May 26, 2026
83AUROC
8
Feb 26, 2026