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Papers Benchmarks Datasets Tasks

OOD Detection research benchmarks – Page 15 · SOTA2 Research

OOD Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

MNIST vs FMNIST

99.66MP

7

May 26, 2026

CIFAR-100 20% Symmetric Noise (test)

74.8AUROC

7

May 21, 2026

OpenOOD CIFAR10 Near-OOD and Far-OOD

94.91AUROC (Near-OOD)

7

Mar 27, 2026

HAM10000 (test)

1AUC

7

Feb 26, 2026

99AUC

7

Feb 26, 2026

87AUC

7

Feb 26, 2026

CIFAR-10 Overall (Combined Shift Regimes) Final aggregate (test)

62.85AUROC

7

Feb 26, 2026

OOD-benchmarks SVHN, LSUN, iSUN, Textures, Places365 (test)

0.852AUROC

7

Feb 26, 2026

CIFAR-10-C Corruption average (test)

62.56AUROC

7

Feb 26, 2026

CIFAR-10 Adversarial FGSM, PGD, and AutoAttack averages (test)

61.44AUROC

7

Feb 26, 2026

CIFAR-100-R (test)

99.22Sensor Failure AUROC

7

Feb 26, 2026

NUS-WIDE In-distribution MS-COCO Out-of-distribution original (test)

4.4FPR@95

7

Feb 26, 2026

CIFAR10 (In-dist) vs OMNIGLOT (OOD) (test)

92.77AUC

7

Feb 26, 2026

CIFAR10 (In-dist) vs Fashion-MNIST (OOD) (test)

77.78AUC

7

Feb 26, 2026

MNIST (In-dist) vs SVHN (OOD) (test)

1AUC

7

Feb 26, 2026

MNIST (In-dist) vs OMNIGLOT (OOD) (test)

99.98AUC

7

Feb 26, 2026

Diabetes Retinopathy Detection (DRD) 8 (test)

0.934AUROC

7

Feb 26, 2026

CIFAR100 (ID) vs CIFAR10 (OOD) (test)

96.23AUROC

7

Feb 26, 2026

91.09AUROC

6

Jul 3, 2026

100AUROC

6

Jul 3, 2026

RFMiD Corruptions

95.75AUROC

6

Jul 3, 2026

100AUROC

6

Jul 3, 2026

99.85AUROC

6

Jul 3, 2026

59.85AUROC

6

Jul 3, 2026

90.49AUROC

6

Jul 3, 2026

Page 15 of 23

Popular datasets

CIFAR ImageNet ISIC CURE-OOD CIFAR-10

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