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Papers Benchmarks Datasets Tasks

Out-of-distribution (OOD) detection research benchmarks · SOTA2 Research

Out-of-distribution (OOD) detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CIFAR100 (In-Distribution) Texture (Out-of-Distribution) (test)

Kernel PCA (CoRP)

0.12FPR@95

36

Apr 28, 2026

CIFAR100 In-Distribution Place365 Out-of-Distribution (test)

83.46AUROC

29

May 21, 2026

CIFAR100 In-Distribution Mean OOD (test)

63.5FPR@95

8

Mar 10, 2026

CIFAR100 (In-Distribution) / LSUN-Resize (Out-of-Distribution) (test)

63.86FPR@95

5

Feb 26, 2026

CIFAR100 (In-Distribution) LSUN-Crop (Out-of-Distribution) (test)

43.46FPR@95

5

Feb 26, 2026

CIFAR100 (In-Distribution) / ISUN (Out-of-Distribution) (test)

68.37FPR@95%TPR

5

Feb 26, 2026

Popular datasets

CIFAR LSUN CIFAR CIFAR100 / ISUN CIFAR Place CIFAR Texture

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