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Out-of-Distribution Detection research benchmarks – Page 7 · SOTA2 Research

Out-of-Distribution Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CIFAR-100 ID Far-OOD Average OpenOOD v1.5

Online Prototype Learning

96.9AUROC

24

May 27, 2026

CIFAR-10 ID Average OOD

93.67AUROC

24

Mar 26, 2026

1.5Rank

24

May 12, 2026

CIFAR-10 (ID) vs 6 OOD datasets (Textures, SVHN, Place365, LSUN-C, LSUN-R, iSUN) (test)

3.49FPR@95

24

Feb 26, 2026

40.63FPR@95

24

Feb 26, 2026

ImageNet-1k Near-OOD

84.53AUROC

23

Apr 20, 2026

Gaussian Noise (test)

90.1Detection Acc

23

Jun 19, 2026

SSB HARD (test)

61.33AUROC

22

Apr 13, 2026

OpenOOD ImageNet-1K v1 (test)

93.5SSB-Hard

22

Feb 26, 2026

1.65FPR95 (iNaturalist)

22

Feb 26, 2026

SVHN → CIFAR-100 (test)

99.92AUROC

22

Feb 26, 2026

2.47FPR95 (SVHN)

22

Feb 26, 2026

10.5Average FPR95

22

Feb 26, 2026

0.953AUROC

22

Feb 26, 2026

SMIYC Obstacle (test)

87.08AP

22

Feb 26, 2026

CIFAR-100 In-distribution vs Smooth (OOD)

99.9AUC

22

Feb 27, 2026

Average (iNaturalist, SUN, Places, Textures) (test)

90.11AUROC

22

Feb 26, 2026

ImageNet1K OpenOOD

51.4FPR@95

21

Apr 24, 2026

CIFAR-10 LT (ρ = 0.1)

86.6AUPR (SVHN OOD)

21

May 26, 2026

92.3AUROC

21

Apr 7, 2026

CIFAR-100 In-Dist FarOOD Aggregate

0.887AUROC

21

Mar 25, 2026

OpenOOD Openimage-O v1.5

14.65FPR@95

21

Feb 26, 2026

OpenOOD Textures v1.5

0.296FPR@95

21

Feb 26, 2026

OpenOOD iNaturalist v1.5

1.65FPR95

21

Feb 26, 2026

OpenOOD NINCO v1.5

49.7FPR@95

21

Feb 26, 2026

Page 7 of 34

Popular datasets

CIFAR ImageNet CIFAR-100 SVHN MNIST

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