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Out-of-Distribution Detection research benchmarks – Page 29 · SOTA2 Research

Out-of-Distribution Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

99.76AUPR

3

Mar 10, 2026

99.82AUPR

3

Mar 10, 2026

99.97AUPR

3

Mar 10, 2026

CIFAR-100 ID Places OOD

GCOS OOD + L_uncertainty

99.37AUPR

3

Mar 10, 2026

CIFAR-100 (ID) vs Places (OOD) (val)

13.44FPR@95% TPR

3

Mar 4, 2026

ImageNet-200 (ID) vs Far-OOD (average) 1.0 (test)

93.19AUROC

3

Feb 26, 2026

ImageNet-200 (ID) vs OpenImage-O (OOD) 1.0 (test)

91.97AUROC

3

Feb 26, 2026

ImageNet-200 (ID) vs Textures (OOD) 1.0 (test)

91.46AUROC

3

Feb 26, 2026

ImageNet-200 (ID) vs iNaturalist (OOD) 1.0 (test)

96.15AUROC

3

Feb 26, 2026

ImageNet-200 (ID) vs Near-OOD (average) 1.0 (test)

76.88AUROC

3

Feb 26, 2026

ImageNet-200 (ID) vs NINCO (OOD) 1.0 (test)

83.24AUROC

3

Feb 26, 2026

ImageNet-200 (ID) vs SSB-hard (OOD) 1.0 (test)

72.09AUROC

3

Feb 26, 2026

0.872AUROC (Log Loss)

3

Feb 26, 2026

0.86AUROC (Log Loss)

3

Feb 26, 2026

96.3AUROC

3

Feb 26, 2026

0.919AUROC

3

Feb 26, 2026

0.939AUROC

3

Feb 26, 2026

0.754AUROC

3

Feb 26, 2026

0.928AUROC

3

Feb 26, 2026

0.842AUROC

3

Feb 26, 2026

70.8AUROC

3

Feb 26, 2026

Imagenette (ID) vs close ImageNet classes (Near-OOD) (test)

78.8FPR@95

3

Feb 26, 2026

CIFAR-100 (test)

0.23TE (Threshold Error)

3

Feb 26, 2026

CIFAR100-LT (ID) Place365 (OOD)

83.27AUC

3

Feb 26, 2026

CIFAR10-LT (ID) / Place365 (OOD)

95.19AUC

3

Feb 26, 2026

Page 29 of 34

Popular datasets

CIFAR ImageNet CIFAR-100 SVHN MNIST

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