Out-of-Distribution Detection
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
99.29Mean Performance (MP)
9
May 26, 2026
99.8Mean Prediction Probability (MP)
9
May 26, 2026
97.3AUROC vs C10
9
May 6, 2026
0.951AUROC (SVHN)
9
May 6, 2026
35.73OOD Coverage
9
Mar 5, 2026
80.31AUROC
9
Mar 4, 2026
78.19AUROC
9
Mar 4, 2026
95True Positive Rate (TPR)
9
Feb 27, 2026
60.37FPR95
9
Feb 26, 2026
13.06FPR@95
9
Feb 26, 2026
45.61OOD Score (CIFAR-10)
9
Feb 26, 2026
86.46SVHN Score
9
Feb 26, 2026
72.23SVHN OOD Score
9
Feb 26, 2026
79.86AUROC
9
Apr 13, 2026
0.51FPR95 (SVHN)
9
Feb 26, 2026
2.9SVHN FPR95
9
Feb 26, 2026
0.906AUC
9
Feb 26, 2026
96.91AuPRC
9
Feb 26, 2026
91.92AuPRC
9
Feb 26, 2026
97.2AUROC
9
Feb 26, 2026
76.75Accuracy
9
Feb 26, 2026
90.32Accuracy
9
Feb 26, 2026
98.3Accuracy
9
Feb 26, 2026
95.57AUROC
8
Jun 1, 2026
91.17AUROC
8
Jun 1, 2026