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Out-of-Distribution Detection research benchmarks – Page 14 · SOTA2 Research

Out-of-Distribution Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Textures Far-OOD

10.5FPR95

12

Jun 1, 2026

89.77AUROC

12

Apr 23, 2026

54.8Near-OOD FPR95

12

Mar 10, 2026

26.47Near-OOD FPR95

12

Mar 10, 2026

MultiOOD Average

20.01FPR@95

12

Mar 5, 2026

HMDB51 vs OOD Average

17.96FPR@95

12

Mar 4, 2026

13.45FPR95

12

Mar 4, 2026

HMDB51 vs EPIC-Kitchens

2.62FPR@95

12

Mar 4, 2026

HMDB51 vs UCF101

31.58FPR95

12

Mar 4, 2026

HMDB51 vs Kinetics-600

18.59FPR@95

12

Mar 4, 2026

0FDP

12

Feb 26, 2026

CIFAR10-LT p = 50 (test)

95.14AUC

12

Feb 26, 2026

MNIST → Omniglot (test)

98.19AUROC

12

Feb 26, 2026

CIFAR10 (0-4) vs {CIFAR10 (5-9), LSUN, SVHN, Fashion-MNIST, MNIST} (test)

0.954AUROC

12

Feb 26, 2026

MNIST (0-4) vs {MNIST (5-9), EMNIST-Letters, Omniglot, Fashion-MNIST, SVHN, CIFAR10} (test)

0.999AUROC

12

Feb 26, 2026

CIFAR100 (0-49) vs {CIFAR100 (50-99), LSUN, SVHN, Fashion-MNIST, MNIST} OOD (test)

One-vs-All Oracle

92.91AUROC

12

Feb 26, 2026

CIFAR-100 super-class

89.6AUROC

12

Feb 26, 2026

ImageNet-1K ID Average OOD

94.3AUROC

11

Jun 17, 2026

CIFAR-100 long-tailed (test)

82.61AUROC

11

May 19, 2026

Ensemble + DAPPr

91.02AUPR (ImageNet-O)

11

May 4, 2026

0.02EMNIST FPR95

11

Feb 26, 2026

0.02FPR95 (EMNIST)

11

Feb 26, 2026

ImageNet vs. Textures

316.1AURC

11

Feb 26, 2026

FashionMNIST vs NotMNIST

0.973AUROC

11

Feb 26, 2026

ImageNet 20 ID 10 (hard OoD)

99.93AUROC

11

Feb 26, 2026

Page 14 of 34

Popular datasets

CIFAR ImageNet CIFAR-100 SVHN MNIST

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