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OOD Detection research benchmarks – Page 13 · SOTA2 Research

OOD Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

SVHN (In) vs CIFAR-10 (Out)

99.96AUROC

9

Feb 26, 2026

43FPR95 (Contrast)

9

Feb 26, 2026

Average OOD (test)

53.07FPR

9

Feb 26, 2026

Near-OOD (test)

0.591FPR

9

Feb 26, 2026

OpenOOD Near-OOD 1.0

82.63AUROC

9

Feb 26, 2026

ImageNet-1K Far-OOD 1.0 (test)

16.53FPR@95

9

Feb 26, 2026

ImageNet-1K Near-OOD 1.0 (test)

59.76FPR@95

9

Feb 26, 2026

0.822AUC (Confidence)

9

Feb 26, 2026

CWRU Scenario No.1 (test)

98OOD Uncertainty Score

8

Jun 19, 2026

CIFAR-100 Mean (test)

20.02FPR@95% TPR

8

May 26, 2026

CIFAR-100 Places365 (test)

27.1FPR@95

8

May 26, 2026

CIFAR-100 CIFAR-10 (test)

43.98FPR@95

8

May 26, 2026

CIFAR-100 Texture (test)

22.93FPR@95%

8

May 26, 2026

ImageNet 1k (Split-4)

99.4AUROC

8

May 26, 2026

ImageNet-1k (Split-3)

91.14AUROC

8

May 26, 2026

ImageNet-1k (Split-2)

99AUROC

8

May 26, 2026

ImageNet-1k (Split-1)

99.93AUROC

8

May 26, 2026

CIFAR-10 Asym0.4 (test)

93.7AUROC

8

May 13, 2026

MSP (Disc-Optimized)

6.8OOD Detection Rate

8

Apr 28, 2026

iNaturalist 10K (test)

MSP (Cls-Preserving)

45.86OOD Detection Result

8

Apr 28, 2026

ImageNet100 (In-distribution) vs Places (OOD) (test)

8.58FPR@95

8

Apr 28, 2026

OpenOOD CIFAR-100 Far-OOD

Functional Attribution (UMAP)

86.2AUROC

8

Apr 23, 2026

OpenOOD CIFAR-100 Benchmark (Near-OOD)

80.9AUROC

8

Apr 23, 2026

HYDRA-ENS (CIRC)

77.6AUROC

8

Apr 23, 2026

61Near-domain AUROC

8

Apr 14, 2026

Page 13 of 23

Popular datasets

CIFAR ImageNet ISIC CURE-OOD CIFAR-10

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