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Out-of-Distribution Detection research benchmarks – Page 20 · SOTA2 Research

Out-of-Distribution Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

DMNIST-LT (rho = 0.01) vs Fashion-MNIST OOD (test)

98.88OOD Score (FMNIST)

7

May 26, 2026

97.7AUROC

7

May 19, 2026

CIFAR-100 OOD benchmark (test)

0.01FPR@95 (SVHN)

7

Apr 20, 2026

MMLU Law (Far-Domain)

83.4AUROC

7

Mar 11, 2026

MedMCQA Far-Domain

84.4AUROC

7

Mar 11, 2026

ARC-C Near-Domain

70.9AUROC

7

Mar 11, 2026

ARC-E Near-Domain

62.1AUROC

7

Mar 11, 2026

0.724AUROC

7

Feb 26, 2026

0.903AUROC

7

Feb 26, 2026

0.667AUROC

7

Feb 26, 2026

Food-101 (test)

1.31iNaturalist FPR95

7

Feb 26, 2026

Stanford Cars (test)

0FPR95 (iNaturalist)

7

Feb 26, 2026

CUB-200-2011 (test)

14.8iNaturalist FPR95

7

Feb 26, 2026

CIFAR10-LT (ID) LSUN (OOD)

97.18AUC

7

Feb 26, 2026

CIFAR100-LT ID Texture (OOD)

83.88AUC

7

Feb 26, 2026

CIFAR10-LT (ID) Texture (OOD)

98.22AUC

7

Feb 26, 2026

ImageNet-1k vs iNaturalist (val test)

32.17FPR@95% (MaxLogit)

7

Feb 26, 2026

ImageNet-1K OpenOOD Far-OOD v1.5

15.62FPR@95

7

Feb 26, 2026

SMIYC Anomaly official (test)

11.68FPR

7

Feb 26, 2026

Species Average

51.11FPR@95

7

Feb 26, 2026

Species Mollusks

76.38FPR95

7

Feb 26, 2026

36.9FPR95

7

Feb 26, 2026

Species Microorganisms

37.21FPR95

7

Feb 26, 2026

Species Protozoa

52.78FPR@95

7

Feb 26, 2026

Uniform Random (test)

1AUROC

7

Feb 26, 2026

Page 20 of 34

Popular datasets

CIFAR ImageNet CIFAR-100 SVHN MNIST

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