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Out-of-Distribution Detection research benchmarks – Page 19 · SOTA2 Research

Out-of-Distribution Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Projection Regret

0.99AUROC

8

Feb 26, 2026

Fishyscapes L&F official (test)

2.27FPR (%)

8

Feb 26, 2026

Fishyscapes Static official (test)

0.52FPR

8

Feb 26, 2026

CIFAR-10 (In-distribution) vs Smooth (OOD)

99.9AUC

8

Feb 27, 2026

CIFAR-10 In-distribution vs LSUN_CR OOD

100AUC

8

Feb 27, 2026

CIFAR-10 (In-distribution) vs SVHN (OOD)

99.3AUC

8

Feb 27, 2026

100AUROC (iSUN)

8

Feb 26, 2026

100AUROC (iSUN)

8

Feb 26, 2026

99.3AUROC (iSUN)

8

Feb 26, 2026

100TNR@95% (ISUN)

8

Feb 26, 2026

100TNR@TPR95% (ISUN)

8

Feb 26, 2026

Shifting transformation learning

99.92AUROC (SVHN)

8

Feb 26, 2026

CIFAR-10 Mixed OOD Distribution (test)

Outlier Exposure

96.88AUROC

8

Feb 26, 2026

ATIS CLINC IND OOD

DRM+L-Mahalanobis

2.7EER

8

Feb 26, 2026

CIFAR-10 vs LSUN R

99.6TNR @ TPR 95%

8

Feb 26, 2026

0.8FPR@90

8

Feb 26, 2026

CIFAR-100 Gaussian

Deep Abstaining Classifier

99.65AUROC

8

Feb 26, 2026

100AUROC

8

Feb 26, 2026

FashionMNIST (ID) vs SVHN (OoD)

79AUROC

8

Feb 26, 2026

FashionMNIST (ID) vs Rotation (avg) (OoD)

79AUROC

8

Feb 26, 2026

FASHIONMNIST vs Rotation (test)

0.9AUROC

8

Feb 26, 2026

Modality-Aware OOD detector

69FPR

7

Jun 24, 2026

61.2FPR

7

Jun 24, 2026

Modality-Aware OOD detector

6.5FPR

7

Jun 24, 2026

Modality-Aware OOD detector

33.8FPR

7

Jun 24, 2026

Page 19 of 34

Popular datasets

CIFAR ImageNet CIFAR-100 SVHN MNIST

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