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Out-of-Distribution Detection research benchmarks – Page 16 · SOTA2 Research

Out-of-Distribution Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

BBBC021 Unseen Pert.

80.71AUROC

10

Mar 24, 2026

CIFAR-100 Near-OOD (test)

70.76DS F1 Score

10

Mar 5, 2026

MVTec Aggregate

20.64Delta(S-D)

10

Feb 27, 2026

MVTec Metal Nut

78.3AUROC Similar

10

Feb 27, 2026

ImageNet-1K ResNet-50 (test)

78.22Near-OOD AUROC

10

Feb 26, 2026

CelebA (In) SVHN (Out) (test)

100AUROC

10

Feb 26, 2026

Radar Facial Authentication Dataset ID OOD (test)

0.941AUROC

10

Feb 26, 2026

APTOS Near-OOD 2019 (test)

74.2AUROC

10

Feb 26, 2026

282.46AURC

10

Feb 26, 2026

22.44FPR95 (SVHN)

10

Feb 26, 2026

SMIYC Lost & Found (test)

89.3AP

10

Feb 26, 2026

CIFAR-10 (in-dist) LSUN FIX (out-dist)

95.7AUROC

10

Feb 26, 2026

CIFAR10 CIFAR100 OOD (train)

85FPR

10

Feb 26, 2026

SVHN CIFAR100 OOD (train)

0.47FPR

10

Feb 26, 2026

SVHN CIFAR10 OOD (train)

45FPR

10

Feb 26, 2026

MNIST Out-of-Distribution (test)

100AUROC

10

Mar 18, 2026

20 Newsgroup (test)

Deep Abstaining Classifier (DAC)

0.76FPR@95

10

Feb 26, 2026

Tiny ImageNet (Out-of-distribution) vs CIFAR-100 (In-distribution)

Late-phase BatchNorm (non-averaged)

86.24OOD AUROC

10

Feb 26, 2026

ImageNet ID Average OOD (test)

97.89AUROC

9

Jun 25, 2026

EPIC-Kitchens Kinetics-600 (Far-OOD)

98AUC

9

Jun 24, 2026

MNIST vs Fashion-MNIST

95.4OOD AUC

9

Jun 15, 2026

UEA Multivariate

HyperTF + Auxiliary Outlier Data

98.23Near-OOD AUROC

9

Jun 1, 2026

HyperTF + Auxiliary Outlier Data

94.11Near-OOD AUROC

9

Jun 1, 2026

iNaturalist Fine-Grained

89.1AUROC

9

Jun 1, 2026

ImageNet-O Near-OOD

88.7AUROC

9

Jun 1, 2026

Page 16 of 34

Popular datasets

CIFAR ImageNet CIFAR-100 SVHN MNIST

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