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Out-of-Distribution Detection research benchmarks – Page 26 · SOTA2 Research

Out-of-Distribution Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

FMNIST train MNIST (test)

78.1AUROC

4

May 18, 2026

FMNIST train KMNIST (test)

77.9AUROC

4

May 18, 2026

FMNIST EMNIST train (test)

71.5AUROC

4

May 18, 2026

MNIST train EMNIST (test)

96.1AUROC

4

May 18, 2026

20NG (ID) vs IMDB (OOD)

Gemma2-2b LR baseline

99.78AUROC

4

May 13, 2026

20NG (ID) vs RTE (OOD)

Gemma2-2b LR baseline

0.999AUROC

4

May 13, 2026

20NG (ID) vs MNLI (OOD)

Gemma2-2b LR baseline

0.999AUROC

4

May 13, 2026

20NG (ID) vs SST-2 (OOD)

Gemma2-2b LR baseline

0.999AUROC

4

May 13, 2026

93.5Average AUROC

4

May 13, 2026

90.68AUC

4

Apr 7, 2026

99.07AUROC

4

Feb 26, 2026

0.968AUROC

4

Feb 26, 2026

Arc welding dataset

0.3MSP

4

Feb 26, 2026

SUN397 water ice snow etc (novel categories)

0.59AUROC

4

Feb 26, 2026

72.95AUROC (TinyImageNet)

4

Feb 26, 2026

78.04AUROC (SVHN)

4

Feb 26, 2026

0.157AURC

4

Feb 26, 2026

Oxford Pets (test)

0.112AURC

4

Feb 26, 2026

Oxford Flowers (test)

0.1AURC

4

Feb 26, 2026

CIFAR100-LT (ID) Average OOD (6 sets) (test)

77.05AUROC

4

Feb 26, 2026

CIFAR100-LT ID Places365 OOD (test)

78.28AUROC

4

Feb 26, 2026

CIFAR100-LT (ID) LSUN (OOD) (test)

89.52AUROC

4

Feb 26, 2026

CIFAR100-LT ID Tiny ImageNet OOD (test)

71.65AUROC

4

Feb 26, 2026

CIFAR100-LT (ID) CIFAR10 (OOD) (test)

63.73AUROC

4

Feb 26, 2026

CIFAR100-LT (ID) / SVHN (OOD) (test)

98.38AUROC

4

Feb 26, 2026

Page 26 of 34

Popular datasets

CIFAR ImageNet CIFAR-100 SVHN MNIST

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