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OOD Detection research benchmarks – Page 14 · SOTA2 Research

OOD Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

86Near-AUROC

8

Apr 14, 2026

90.51AUC

8

Apr 13, 2026

82.09AUC

8

Apr 13, 2026

CIFAR-10 (IND) / TinyImageNet (OOD) (test)

94.18AUROC

8

Feb 26, 2026

OOD Attacks Zero-Shot (unseen)

87Accuracy

8

Feb 26, 2026

Law (OOD) vs WMT15 En-Fr (ID)

63.38AUROC

8

Feb 26, 2026

CIFAR-10 (ID) vs CIFAR-100 hard OOD (test)

25.45FPR@95

8

Feb 26, 2026

CIFAR-10 (ID) vs ImageNet-Resize hard OOD (test)

5.6FPR@95

8

Feb 26, 2026

CIFAR-10 (ID) vs LSUN-Fix (OOD) hard (test)

1.24FPR@95

8

Feb 26, 2026

BSB-aerial OOD (test)

44.1AP

8

Feb 26, 2026

CIFAR10 (ID) vs CIFAR10v2 (OOD) (test)

0.91AUROC

8

Feb 26, 2026

Tiny ImageNet (ID) vs Tiny ObjectNet (OOD) (test)

0.99AUROC

8

Feb 26, 2026

CIFAR100 (ID) vs sev 5 (W) (OOD) C (test)

0.98AUROC

8

Feb 26, 2026

CIFAR100 ID vs C sev 5 A OOD (test)

1AUROC

8

Feb 26, 2026

CIFAR100 (ID) vs CIFAR100-C sev 2 (W) (OOD) (test)

0.86AUROC

8

Feb 26, 2026

CIFAR100 (ID) vs CIFAR100-C sev 2 (A) (OOD) (test)

0.97AUROC

8

Feb 26, 2026

CIFAR10 (ID) vs CIFAR10-C sev 5 (W) (OOD) (test)

100AUROC

8

Feb 26, 2026

CIFAR10 (ID) vs CIFAR10 sev 5 (A) (OOD) C (test)

1AUROC

8

Feb 26, 2026

CIFAR10 (ID) vs CIFAR10-C sev 2 (W) (OOD) (test)

0.86AUROC

8

Feb 26, 2026

CIFAR10 (ID) vs CIFAR10-C sev 2 (A) (OOD) (test)

0.99AUROC

8

Feb 26, 2026

General 300 samples (test)

3.2Latency (µs)

7

Jul 7, 2026

CIFAR-10-LT (ρ = 0.01) severe imbalance (test)

79.34AUROC (SVHN)

7

May 26, 2026

CIFAR-10-LT ρ = 0.1 mild imbalance (test)

90.5SVHN AUROC

7

May 26, 2026

CIFAR-10 vs CIFAR-100

88.27Mean Precision (MP)

7

May 26, 2026

CIFAR-10 vs SVHN

90.1Maximum Probability (MP)

7

May 26, 2026

Page 14 of 23

Popular datasets

CIFAR ImageNet ISIC CURE-OOD CIFAR-10

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