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Out-of-Distribution Detection research benchmarks – Page 13 · SOTA2 Research

Out-of-Distribution Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CIFAR-100 vs iSUN (test)

0.959TNR @ TPR95

14

Feb 26, 2026

95.28AUC

13

Jun 16, 2026

93.67AUC

13

Jun 16, 2026

CFS(1×2)-ImageNet (kNN)

0.998AUROC (vs C10)

13

May 13, 2026

IMLM + BCAD + MDF

0.981AUROC

13

May 8, 2026

MNIST → FMNIST

99.99AUPR (Epistemic)

13

May 6, 2026

MNIST → KMNIST

99.96AUPR (Epistemic)

13

May 6, 2026

ImageNet-1k Far-OOD (val)

Energy Profile Divergence (EPD)

24.77FPR@95

13

Apr 30, 2026

ImageNet-1k Near-OOD (val)

Energy Profile Divergence (EPD)

65.23FPR@95

13

Apr 30, 2026

CIFAR-10 standard (test)

51.2Clustering Accuracy

13

Apr 28, 2026

CIFAR-10 LT (ρ = 0.01)

64.8AUPR (SVHN)

13

May 4, 2026

97.1OOD Score

13

Feb 26, 2026

Average (P'_1, P'_2, P'_3)

0.202FPR@95

13

Feb 26, 2026

38FPR@95

13

Feb 26, 2026

18.07FPR@95

13

Feb 26, 2026

0.009FPR@95

13

Feb 26, 2026

Rayleigh noise (test)

100OOD Detection Rate (UT)

12

Jun 19, 2026

Impulse noise (test)

87.4OOD Score (UT)

12

Jun 19, 2026

Weilbul noise (test)

100OOD Detection Accuracy (UT)

12

Jun 19, 2026

SVHN OOD CIFAR-10 ID

91.58AUPR

12

May 26, 2026

CIFAR-10 (ID) vs {SVHN, CIFAR-100, Synthetic} (OOD)

GOEN-NoCenterLoss

93.72AUROC (SVHN)

12

May 22, 2026

CIFAR-scale benchmark (CIFAR-10, SVHN, CelebA32, CIFAR-100, DTD) (test)

91.9Avg AUROC

12

May 13, 2026

External Validation Set

1Accuracy

12

May 12, 2026

100Accuracy

12

May 12, 2026

Roman Empire Local Class (LoC)

76.4AUC-ROC (Aleatoric)

12

May 12, 2026

Page 13 of 34

Popular datasets

CIFAR ImageNet CIFAR-100 SVHN MNIST

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