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OOD Detection research benchmarks – Page 23 · SOTA2 Research

OOD Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Colored MNIST In-distribution vs LSUN protocol (test)

Projection Regret

1TNR @ 95% TPR

2

Feb 26, 2026

Colored MNIST In-distribution vs Spurious OOD protocol (test)

Projection Regret

0.958TNR @ 95% TPR

2

Feb 26, 2026

87.7Clean Score

2

Feb 26, 2026

0.943Clean Score

2

Feb 26, 2026

CIFAR-10 IND Gaussian Noise OOD

0.999AUROC

2

Feb 26, 2026

CIFAR-10 IND Imagenet C OOD

98.6AUROC

2

Feb 26, 2026

CIFAR-100 IND Uniform Noise OOD

99.8AUROC

2

Feb 26, 2026

CIFAR-100 IND / Imagenet C OOD

0.873AUROC

2

Feb 26, 2026

CIFAR-100 IND Imagenet R OOD

87AUROC

2

Feb 26, 2026

Penn Treebank (PTB) Words (test)

Outlier Exposure

0.98FPR@90

2

Feb 26, 2026

Penn Treebank (PTB) Characters (test)

Outlier Exposure

89.4FPR90

2

Feb 26, 2026

ISIC Colour Chart Artefacts Dissimilar (test)

—

—Primary metric

0

Feb 26, 2026

ISIC Colour Chart Artefacts Similar (test)

—

—Primary metric

0

Feb 26, 2026

ISIC Ink Artefacts Dissimilar (test)

—

—Primary metric

0

Feb 26, 2026

ISIC Colour Chart Artefacts ResNet18 primary model (Synth Dissimilar)

—

—Primary metric

0

Feb 26, 2026

ISIC Colour Chart Artefacts ResNet18 primary model (Similar)

—

—Primary metric

0

Feb 26, 2026

Page 23 of 23

Popular datasets

CIFAR ImageNet ISIC CURE-OOD CIFAR-10

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