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Papers Benchmarks Datasets Tasks

Out-of-Distribution Detection research benchmarks – Page 34 · SOTA2 Research

Out-of-Distribution Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Softmax Baseline

0.95AUROC

1

Feb 26, 2026

Softmax Baseline

0.91AUROC

1

Feb 26, 2026

Softmax Baseline

99AUROC

1

Feb 26, 2026

MNIST CIFAR-10bw

Softmax Baseline

95AUROC

1

Feb 26, 2026

MNIST / Omniglot

Softmax Baseline

96AUROC

1

Feb 26, 2026

WSJ / Weblog English Web Treebank (test)

Softmax Baseline

0.61AUROC

1

Feb 26, 2026

WSJ Twitter (test)

Softmax Baseline

80AUROC

1

Feb 26, 2026

—

—Primary metric

0

Feb 26, 2026

SUN397 forest field jungle etc (novel categories)

—

—Primary metric

0

Feb 26, 2026

SUN397 novel categories

—

—Primary metric

0

Feb 26, 2026

ImageNet-200 ResNet-18 (test)

—

—Primary metric

0

Feb 26, 2026

CIFAR-100 ResNet-18 (test)

—

—Primary metric

0

Feb 26, 2026

CIFAR-10 ResNet-18 (test)

—

—Primary metric

0

Feb 26, 2026

FashionMNIST vs MNIST (full size)

—

—Primary metric

0

Feb 26, 2026

CIFAR-100 1.0 (test)

—

—LSUN AUC

0

Feb 26, 2026

CIFAR-10 1.0 (test)

—

—AUC (LSUN)

0

Feb 26, 2026

ImageNet-1k vs ImageNet-V2

—

—Primary metric

0

Feb 26, 2026

ImageNet-1k vs ImageNet-R

—

—Primary metric

0

Feb 26, 2026

Page 34 of 34

Popular datasets

CIFAR ImageNet CIFAR-100 SVHN MNIST

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