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Out-of-Distribution Detection research benchmarks – Page 9 · SOTA2 Research

Out-of-Distribution Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

1.51FPR (SVHN)

19

Feb 26, 2026

83.55AUROC

19

Apr 13, 2026

CIFAR-10 (Din) / SVHN (Dout) Far OOD (test)

99.5AUROC

19

Feb 26, 2026

POWDER RF fingerprinting Scenario C (bes-day1 and bes-day2 sampling)

93.5AUROC

18

Jun 12, 2026

Supervised classifier

99.36AUROC

18

Jun 17, 2026

Supervised classifier

88.1AUROC

18

Jun 17, 2026

99.3AUROC

18

May 21, 2026

SVHN In-Distribution

99.9AUROC (CIFAR-10)

18

May 6, 2026

CIFAR-100 (ID) vs SVHN (OOD) 1.0 (test)

0.03FPR@95

18

Apr 28, 2026

CIFAR10 to CIFAR10-OOD

97.09AUROC

18

Jun 23, 2026

87.08AUROC

18

Jun 23, 2026

CelebA (In) CIFAR-10 (Out) (test)

1AUROC

18

May 22, 2026

FashionMNIST (In) / MNIST (Out) (test)

Likelihood Ratio

0.972AUROC

18

Jun 15, 2026

86.92AUROC

18

Jun 25, 2026

76.63AUROC

18

Jun 25, 2026

CIFAR10 (In-distribution) vs SVHN (OOD) (test)

91.61AUPR

18

Feb 26, 2026

CIFAR-10 OpenOOD far-OOD (test)

12.95FPR@95

18

Feb 26, 2026

4.07FPR@95

18

Feb 26, 2026

CIFAR-100 SVHN in-distribution out-of-distribution standard (test)

98.2AUROC

18

Jun 30, 2026

ImageNet-1k vs SSB-Hard

77.28AUROC

18

Apr 30, 2026

ImageNet-1k vs Texture

95.34AUROC

18

Feb 26, 2026

CIFAR-100 InD Average OOD Suite

8.68FPR95

17

Jul 8, 2026

CIFAR-100 InD TEXTURES OOD

8.99FPR95

17

Jul 8, 2026

BDD OpenImages ID OOD

YOLO-World + NegAS

3.6FPR@95

17

Jun 23, 2026

BDD ID MS-COCO OOD

GroundingDINO + NegAS

17.8FPR95

17

Jun 23, 2026

Page 9 of 34

Popular datasets

CIFAR ImageNet CIFAR-100 SVHN MNIST

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