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Papers Benchmarks Datasets Tasks

Out-of-Distribution Detection research benchmarks – Page 6 · SOTA2 Research

Out-of-Distribution Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

LSUN (Out-of-distribution) vs CIFAR-10 (In-distribution)

Deep Abstaining Classifier

99.96AUROC

28

Feb 26, 2026

CIFAR-100 vs LSUN R

99.9AUROC

28

Apr 28, 2026

CIFAR-100 vs iSUN

99.75AUROC

28

Apr 28, 2026

CIFAR-10 FarOOD

95.15AUROC

27

May 8, 2026

SVHN (In) CelebA (Out) (test)

100AUROC

27

May 22, 2026

ImageNet-1K Far-OOD Average (test)

14.32FPR@95

27

Apr 28, 2026

CIFAR-100 (test)

94Average AUROC

27

Feb 26, 2026

CIFAR10 (ID) LSUN-Crop (OOD) (test)

0.26FPR@95

27

Mar 18, 2026

43.74FPR@95

27

Feb 26, 2026

CLINC OOD (train)

6.11EER

27

Feb 26, 2026

MNIST vs FASHIONMNIST (test)

0.99AUROC

27

Feb 26, 2026

CIFAR-10 In-Distribution

Label-Free Mahalanobis

0.997AUROC (SVHN)

26

May 8, 2026

97.3OOD Score

26

May 26, 2026

ImageNet LT (test)

75.84AUROC

26

Feb 26, 2026

ImageNet FarOOD 1k

93.2AUROC

25

Mar 25, 2026

86.74AUROC

25

Apr 14, 2026

ImageNet-1k vs iNaturalist

99.57AUROC

25

Apr 30, 2026

OpenLORIS-Object (held-out toy class)

1Aleatoric AUC

24

May 29, 2026

Places OOD ImageNet-1K ID 1.0 (test)

95.17AUROC

24

May 27, 2026

iNaturalist (OOD) ImageNet-1K (ID) 1.0 (test)

99.88AUROC

24

May 27, 2026

1Rank

24

May 12, 2026

5Rank

24

May 12, 2026

1.8Rank

24

May 12, 2026

1Rank

24

May 12, 2026

1Rank

24

May 12, 2026

Page 6 of 34

Popular datasets

CIFAR ImageNet CIFAR-100 SVHN MNIST

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