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Out-of-Distribution Detection research benchmarks – Page 23 · SOTA2 Research

Out-of-Distribution Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

ImageNet vs OpenImage-O

88.35AUROC

6

Feb 26, 2026

ImageNet vs iNaturalist

91.19AUROC

6

Feb 26, 2026

ImageNet vs Species

77.71AUROC

6

Feb 26, 2026

ImageNet 200 (I ∪ II) (test)

13.34FPR95

6

Feb 26, 2026

ImageNet-100 (II) (test)

7.91FPR95

6

Feb 26, 2026

ImageNet-100 (I) (test)

10.31FPR@95

6

Feb 26, 2026

CIFAR100 ID MNIST OOD

0.982AUROC

6

Feb 26, 2026

CIFAR-100 (In-distribution) vs LSUN_CR (OOD)

100AUC

6

Feb 27, 2026

CIFAR-100 (In-distribution) vs SVHN (OOD)

0.978AUC

6

Feb 27, 2026

CIFAR10-C vs CIFAR100 OOD (test)

0.748AUROC

6

Feb 26, 2026

CIFAR10-C vs SVHN OOD (test)

80.3AUROC

6

Feb 26, 2026

MNIST (inlier) vs. CelebA (outlier) (test)

0.943ROC AUC

6

Feb 26, 2026

Bacteria Genome

74.8AUROC

6

Feb 26, 2026

95.7TNR @ TPR=95%

6

Feb 26, 2026

98.57TNR @ TPR95

6

Feb 26, 2026

IMAGENET (ID) vs ImageNet-O Categories (OoD)

Sketched Lanczos Uncertainty

0.57OoD Detection: Castle

6

Feb 26, 2026

Aggregate 1D PDE, Depth Regression, and Weather Prediction

3.25SSE

5

Jul 7, 2026

DonkeyCar ID vs. OOD protocols (test)

Anomaly-Informed Online Calibration

0.899AUROC (Dark)

5

May 21, 2026

FashionMNIST (OOD)

Combined (KL|Ent)

94.7AUROC

5

May 13, 2026

Gaussian Noise (OOD)

1AUROC

5

May 13, 2026

Holdout 8 (OOD)

94.1AUROC

5

May 13, 2026

7.98AuPRCr (0.8m)

5

Apr 2, 2026

14.56AuPRCr (0.8m)

5

Apr 2, 2026

27.86AuPRCr (0.8m)

5

Apr 2, 2026

DVS128 (In) DVS-Lip (OOD) (test)

99.34AUROC

5

Mar 17, 2026

Page 23 of 34

Popular datasets

CIFAR ImageNet CIFAR-100 SVHN MNIST

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