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Out-of-Distribution Detection research benchmarks – Page 24 · SOTA2 Research

Out-of-Distribution Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

DVS128 (In) NCal-101 (OOD) (test)

99.71AUROC

5

Mar 17, 2026

DVS128 In C10-DVS OOD (test)

99.25AUROC

5

Mar 17, 2026

86.12AUROC (LSUN)

5

Feb 26, 2026

84.1AUROC (LSUN)

5

Feb 26, 2026

Yacht (UCI) (test)

97.3OOD Detection Accuracy

5

Feb 26, 2026

Wine (UCI) (test)

86.1OOD Detection Accuracy

5

Feb 26, 2026

Protein (UCI) (test)

99.2OOD Detection Accuracy

5

Feb 26, 2026

Power (UCI) (test)

82OOD Detection Accuracy

5

Feb 26, 2026

Naval (UCI) (test)

100OOD Accuracy

5

Feb 26, 2026

Kin8nm (UCI) (test)

100Accuracy (OOD)

5

Feb 26, 2026

Energy (UCI) (test)

100OOD Detection Accuracy

5

Feb 26, 2026

Concrete (UCI) (test)

91.4OOD Detection Accuracy

5

Feb 26, 2026

Boston (UCI) (test)

96.9OOD Detection Accuracy

5

Feb 26, 2026

Low-quality image detection

42.13FPR

5

Feb 26, 2026

PatchCamelyon (PCAM) (test)

4.33FPR

5

Feb 26, 2026

PathVQA (PVQA) (test)

6.24FPR

5

Feb 26, 2026

CREMA-D NMA (test)

0.657AUROC

5

Feb 26, 2026

IEMOCAP NMA (test)

62AUROC

5

Feb 26, 2026

CIFAR100 ID Dfar OOD

63.29F1 Score (DS)

5

Mar 5, 2026

CUB100 ID OoD (fine-grained split)

Word-level Textual Outliers

80.34FPR

5

Feb 26, 2026

ImageNet-Resize (test)

7.2FPR95

5

Feb 26, 2026

LSUN-Fix (test)

3FPR@95

5

Feb 26, 2026

ImageNet vs. Places365 v1 (test)

88AUROC

5

Feb 26, 2026

ImageNet-R (test)

99.5ROC-AUC

5

Feb 26, 2026

Aggregate of 5 In-distribution and 6 Out-of-distribution datasets (average)

Gradient Boosting Classifier

0.14OOD Error

5

Feb 26, 2026

Page 24 of 34

Popular datasets

CIFAR ImageNet CIFAR-100 SVHN MNIST

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