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Papers Benchmarks Datasets Tasks

Out-of-Distribution Detection research benchmarks – Page 22 · SOTA2 Research

Out-of-Distribution Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

94.8AUC (LSUN)

6

Feb 27, 2026

CIFAR-100 (test)

80.1FPR (CIFAR-10 OOD)

6

Feb 27, 2026

CIFAR-100 ID TinyImageNet OOD

80.58AUPR

6

Feb 26, 2026

Beijing Air Quality

73AUROC (OOD)

6

Feb 26, 2026

MIMIC-III Newborn ICU Records

0.802AUC-OOD

6

Feb 26, 2026

MIMII-DG (test)

0.929AUROC

6

Feb 26, 2026

OpenOOD Average

41.93FPR@95

6

Feb 26, 2026

MNIST (In-Dist) vs FarOOD (test)

Reg. Mahalanobis

99.99AUROC

6

Feb 26, 2026

MNIST (In-Dist) vs Places365 (Out-Dist) (test)

100AUROC

6

Feb 26, 2026

MNIST (In-Dist) vs Tiny (Out-Dist) (test)

Reg. Mahalanobis

99.99AUROC

6

Feb 26, 2026

MNIST (In-Dist) vs CIFAR10 (Out-Dist) (test)

100AUROC

6

Feb 26, 2026

MNIST (In-Dist) vs Texture (Out-Dist) (test)

Reg. Mahalanobis

1AUROC

6

Feb 26, 2026

MNIST (In-Dist) vs NearOOD (test)

98.45AUROC

6

Feb 26, 2026

CIFAR-100 In-Dist Texture Out-Dist

90.19AUROC

6

Feb 26, 2026

CIFAR-100 In-Dist MNIST Out-Dist

0.972AUROC

6

Feb 26, 2026

CIFAR-100 In-Dist NearOOD Aggregate

80.18AUROC

6

Feb 26, 2026

CIFAR-100 In-Dist Tiny Out-Dist

83.35AUROC

6

Feb 26, 2026

CIFAR-10 In-Dist FarOOD Aggregate

94.64AUROC

6

Feb 26, 2026

CIFAR-10 In-Dist MNIST Out-Dist

99.52AUROC

6

Feb 26, 2026

CIFAR-10 In-Dist NearOOD Aggregate

91.13AUROC

6

Feb 26, 2026

CIFAR-10 In-Dist Tiny Out-Dist

92.18AUROC

6

Feb 26, 2026

ImageNet vs FarOOD

98.44AUROC

6

Feb 26, 2026

ImageNet vs MNIST

0.999AUROC

6

Feb 26, 2026

ImageNet vs Texture

0.97AUROC

6

Feb 26, 2026

ImageNet vs NearOOD

81.38AUROC

6

Feb 26, 2026

Page 22 of 34

Popular datasets

CIFAR ImageNet CIFAR-100 SVHN MNIST

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