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OOD Detection research benchmarks – Page 21 · SOTA2 Research

OOD Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Maritime Vessel OOD Case 1

98.57AUROC

4

May 12, 2026

Indirect Manipulation (IM)

0.816AUROC

4

May 6, 2026

MindJourney (MJ)

0.969AUROC

4

May 6, 2026

AgentPoison (AP)

1AUROC

4

May 6, 2026

ImageNet-104 (test)

98.3AUC

4

Apr 24, 2026

MIMIC-III ICU → Newborn (test)

1.71OOD Ratio

4

Feb 26, 2026

FashionMNIST → KMNIST (test)

6.43Ratio

4

Feb 26, 2026

Pediatric Airway dataset Subglottic Stenosis OOD

0.832AUC

4

Feb 26, 2026

ImageNet LT (iNaturalist) a8

86.15AUROC

4

Feb 26, 2026

CIFAR10 6 random classes ID vs 4 random classes OOD (test)

0.97AUROC

4

Feb 26, 2026

SVHN 6 random classes ID vs 4 random classes OOD (test)

0.94AUROC

4

Feb 26, 2026

CIFAR-10 Interpolation (OOD)

71AUROC

4

Feb 26, 2026

Uniform/Gaussian Synthetic (OOD)

100AUROC

4

Feb 26, 2026

0.56AUROC

4

Feb 26, 2026

FashionMNIST (In-Distribution) vs Omniglot (Out-of-Distribution) original (test)

1AUROC

4

Feb 26, 2026

Yahoo (OOD) vs Amazon (ID) (test)

Dirichlet student

2.06Total W1 Score

3

Jul 7, 2026

YouTube (OOD) vs Amazon (ID) (test)

Dirichlet student

51Total W1 Score

3

Jul 7, 2026

SST2 (OOD) vs Amazon (ID) (test)

Dirichlet student

13Total Average Score

3

Jul 7, 2026

78.96AUROC

3

Jun 9, 2026

90.32AUROC

3

Jun 9, 2026

CIFAR-10 Asym0.4

91.1AUROC

3

May 21, 2026

CIFAR-10 Sym0.8

90.52AUROC

3

May 21, 2026

CIFAR-10 Sym0.5

92.29AUROC

3

May 21, 2026

CIFAR-10 Sym0.2

93.35AUROC

3

May 21, 2026

CT-SCAN OpenOOD medical

93.94AUROC

3

Mar 27, 2026

Page 21 of 23

Popular datasets

CIFAR ImageNet ISIC CURE-OOD CIFAR-10

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