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Out-of-Distribution Detection research benchmarks – Page 30 · SOTA2 Research

Out-of-Distribution Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CIFAR100-LT (ID) LSUN (OOD)

85.7AUC

3

Feb 26, 2026

CIFAR100-LT (ID) TIN (OOD)

72.87AUC

3

Feb 26, 2026

CIFAR10-LT ID TIN OOD

91.4AUC

3

Feb 26, 2026

CIFAR10-LT (ID) CIFAR (OOD)

89.05AUC

3

Feb 26, 2026

CIFAR100-LT ID SVHN OOD

93.09AUC

3

Feb 26, 2026

Yelp Reviews (test)

4.23FPR@95

3

Feb 26, 2026

11.9FPR@95

3

Feb 26, 2026

Multi30k (test)

19.38FPR@95

3

Feb 26, 2026

21.58FPR@95

3

Feb 26, 2026

ImageNet-100 and iNaturalist (test)

72.74OOD Accuracy

3

Feb 26, 2026

Texture far-OOD CIFAR-10 OpenOOD (test)

46.01FPR@95

3

Feb 26, 2026

MNIST far-OOD ID: CIFAR-10 OpenOOD (test)

44.5FPR@95

3

Feb 26, 2026

CIFAR-10 Average near-OOD OpenOOD (test)

47.77FPR@95% TPR

3

Feb 26, 2026

TIN near-OOD ID: CIFAR-10 OpenOOD (test)

43.99FPR@95

3

Feb 26, 2026

ImageNet vs. Places365 OOD

88AUROC

3

Feb 26, 2026

French Brittany Monthly Rainfall with added outliers

0.92AUC

3

Feb 26, 2026

CIFAR10 ID Mean OOD (test)

43.74FPR@95

3

Feb 26, 2026

DRD vs RIGA fundus

100AUROC

3

Feb 26, 2026

PC ID vs UC3 Xray

0.77AUROC

3

Feb 26, 2026

PC ID (Xray) vs PC UC2 (Xray)

99AUROC

3

Feb 26, 2026

NIH ID (Xray) vs OOD (Xray)

0.54AUROC

3

Feb 26, 2026

NIH ID vs PC Xray

0.99AUROC

3

Feb 26, 2026

SVHN [0:4] (ID) vs [5:9] (OOD)

0.96AUROC

3

Feb 26, 2026

FMNIST [0,2,3,7,8] (ID) vs [1,4,5,6,9] (OOD)

95AUROC

3

Feb 26, 2026

CIFAR100 [0:49] (ID) vs [50:99] (OOD)

90AUROC

3

Feb 26, 2026

Page 30 of 34

Popular datasets

CIFAR ImageNet CIFAR-100 SVHN MNIST

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