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Out-of-Distribution Detection research benchmarks – Page 2 · SOTA2 Research

Out-of-Distribution Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CIFAR-10 (in-distribution) TinyImageNet (out-of-distribution) (test)

Deep Abstaining Classifier

99.88AUROC

79

May 26, 2026

CIFAR-10 (ID) vs Celeb-A (OOD)

100AUROC

79

May 22, 2026

0.953AUROC

74

Feb 26, 2026

95.8AUROC (%)

74

Apr 13, 2026

CIFAR-10 in-distribution LSUN out-of-distribution (test)

99.9AUROC

73

Feb 26, 2026

0.99AUROC

72

May 21, 2026

ImageNet-1K OOD Average

97.75AUROC

71

Apr 24, 2026

CIFAR100 (ID) vs SVHN (OOD) (test)

Kernel PCA (CoRP)

98.7AUROC

71

Jul 9, 2026

CIFAR-10 vs CIFAR-100

97.12AUROC

70

Apr 13, 2026

ImageNet-1k (ID) with 4 OOD datasets (iNaturalist, SUN, Places, Textures)

12.79FPR95

69

May 27, 2026

African Big Five (test)

0.824AUROC

68

Mar 4, 2026

CIFAR-100 (in-distribution) / LSUN (out-of-distribution) (test)

99.3AUROC

67

Feb 26, 2026

CIFAR-10 ID CIFAR-100 OOD

96AUC

66

May 26, 2026

ImageNet-1k vs Textures (test)

11.19FPR95

65

Feb 26, 2026

ImageNet-1k (ID) vs Textures (OOD) 1.0 (test)

98.93AUC

64

May 27, 2026

iNaturalist (test)

98.15AUROC

64

May 11, 2026

82.61AUC

62

May 19, 2026

99.8AUROC

62

Feb 26, 2026

FashionMNIST (ID) vs MNIST (OoD)

0.998AUROC

61

Feb 26, 2026

ImageNet Far-OOD

98.5AUROC

58

Apr 20, 2026

ImageNet 1k (test)

94.28Average AUROC

58

Feb 26, 2026

CelebA In-Distribution

100AUROC (CIFAR-100)

57

May 13, 2026

CIFAR-10 In-Dist Texture Out-Dist

99.9AUROC

57

Apr 28, 2026

CIFAR100 (in) CIFAR10 (out)

79.78AUROC

57

Mar 26, 2026

Places OOD ImageNet-1k ID

97.37AUROC

56

Jun 17, 2026

Page 2 of 34

Popular datasets

CIFAR ImageNet CIFAR-100 SVHN MNIST

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