OOD Detection
Benchmarks
Dataset NameSOTA methodMetricTrendResultsLast Updated
60.82AUROC
10
May 4, 2026
58.73AUROC
10
May 4, 2026
57.97AUROC
10
May 4, 2026
54.16AUROC
10
May 4, 2026
60.43AUROC
10
May 4, 2026
65.01AUROC
10
Feb 26, 2026
0.271NLL
10
Feb 26, 2026
99.1ROCAUC
10
Feb 26, 2026
0.87ID Precision
10
Feb 26, 2026
64ID Precision
10
Feb 26, 2026
86.01AUROC
9
Jun 23, 2026
59.24AUROC
9
Jun 23, 2026
94AUROC
9
Jun 23, 2026
100AUROC
9
Jun 23, 2026
83.8AUROC
9
Jun 23, 2026
0.934AUROC
9
Jun 23, 2026
0.951Performance vs SVHN
9
May 6, 2026
26.63FPR95
9
Apr 28, 2026
0.248OOD UCE
9
Mar 12, 2026
19.8OOD-UCE
9
Mar 12, 2026
97.8AUC
9
Mar 12, 2026
87.7AUC
9
Mar 12, 2026
71.68Accuracy
9
Feb 26, 2026
82.04Accuracy
9
Feb 26, 2026
99.88AUROC
9
Feb 26, 2026