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Out-of-Distribution Detection research benchmarks – Page 18 · SOTA2 Research

Out-of-Distribution Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

ImageNet-1K OpenOOD (test)

Hierarchical Gaussian DPMM (Coupled Diag.)

80.98AUROC (Near)

8

May 28, 2026

62.16OOD AUROC (sigma=0.05)

8

May 27, 2026

90.21ID Accuracy

8

May 27, 2026

CIFAR-10 vs OOD Average (Mean) (test)

7.9FPR@95% TPR

8

May 26, 2026

CIFAR-100 ID vs SVHN TinyImageNet OOD

77.9AUPR (SVHN)

8

May 26, 2026

CIFAR-10 (ID) vs SVHN/CIFAR-100 (OOD)

91.58AUPR (SVHN)

8

May 26, 2026

CIFAR-10-LT vs CIFAR-100

76.52AUPR

8

May 26, 2026

EuroSAT OOD (test)

18.71FPR95 (SUN)

8

Apr 28, 2026

83.65MP

8

Apr 13, 2026

74.91MP

8

Apr 13, 2026

86.67MP

8

Apr 13, 2026

85.19Mean Precision (MP)

8

Apr 13, 2026

99.2AUC (LSUN)

8

Feb 27, 2026

88.37AUROC

8

Feb 26, 2026

DMNIST (ID) vs FMNIST (OOD) (test)

99.76AUPR

8

Feb 26, 2026

0.59AUROC

8

Feb 26, 2026

CIFAR-100 ID Average Near-OOD (test)

63.33FPR

8

Feb 26, 2026

CIFAR-100 (ID) ImageNet-R (OOD) (test)

0.269FPR

8

Feb 26, 2026

CIFAR-100 (ID) ImageNet-F (OOD) (test)

64.89FPR

8

Feb 26, 2026

CIFAR10 LT (test)

92.87AUROC

8

Feb 26, 2026

81.8AUF

8

Feb 26, 2026

90AUF

8

Feb 26, 2026

91.5AUF

8

Feb 26, 2026

CIFAR10-LT (ID) SVHN (OOD)

72.05AUPR

8

May 26, 2026

83AUROC

8

Feb 26, 2026

Page 18 of 34

Popular datasets

CIFAR ImageNet CIFAR-100 SVHN MNIST

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