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OOD Detection research benchmarks – Page 22 · SOTA2 Research

OOD Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

BIMCV-COVID19+ (test)

96.3Score (Siemens)

3

Mar 10, 2026

Document (In-Dist) vs RVL_CDIP O variant (Out-Dist) (test)

98.72AUROC

3

Feb 26, 2026

Document (In-Dist) vs RVL_CDIP (Out-Dist) noisy (N) (test)

98.52AUROC

3

Feb 26, 2026

3.1FPR (%)

3

Feb 26, 2026

13.72FPR

3

Feb 26, 2026

SVHN (ID) vs Uniform (OOD)

Multi-Task Curriculum Framework

99.97AUROC

3

Feb 26, 2026

SVHN (ID) vs Gaussian (OOD)

Multi-Task Curriculum Framework

1AUROC

3

Feb 26, 2026

SVHN (ID) vs LSUN (OOD)

Multi-Task Curriculum Framework

0.998AUROC

3

Feb 26, 2026

SVHN (ID) vs TIN (OOD)

Multi-Task Curriculum Framework

0.996AUROC

3

Feb 26, 2026

CIFAR-10 (ID) vs TIN (OOD)

Multi-Task Curriculum Framework

98.86AUROC

3

Feb 26, 2026

ImageNet-1k (InD) vs SVHN (OOD) (test)

0FPR@95%

2

Jul 8, 2026

89.2Accuracy

2

Jun 11, 2026

Combined (KL|Ent)

90.5True Positive Rate

2

May 13, 2026

Combined (KL|Ent)

100True Positive Rate

2

May 13, 2026

Combined (KL|Ent)

100True Positive Rate

2

May 13, 2026

PAL Robotics Waypoint

96.56AUROC

2

May 12, 2026

17.66FPR@95% TPR

2

Apr 28, 2026

99.95AUROC

2

Mar 18, 2026

Monu OOD (test)

94.17Accuracy

2

Feb 26, 2026

ImageNet-LT Textures a8

72.82AUROC

2

Feb 26, 2026

ImageNet LT SUN a8

81.29AUROC

2

Feb 26, 2026

CIFAR-10 Texture semantic OOD & CIFAR-10-C covariate OOD (test)

5.63FPR

2

Feb 26, 2026

CIFAR-10 SVHN semantic OOD & CIFAR-10-C covariate OOD (test)

0.08FPR

2

Feb 26, 2026

Colored MNIST In-distribution vs Textures protocol (test)

Projection Regret

100TNR @ 95% TPR

2

Feb 26, 2026

Colored MNIST In-distribution vs iSUN protocol (test)

Projection Regret

100TNR @ 95% TPR

2

Feb 26, 2026

Page 22 of 23

Popular datasets

CIFAR ImageNet ISIC CURE-OOD CIFAR-10

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