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Out-of-Distribution Detection research benchmarks – Page 27 · SOTA2 Research

Out-of-Distribution Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CIFAR10-LT Blobs OOD synthetic noise (test)

99.12AUC

4

Feb 26, 2026

CIFAR10-LT synthetic Rademacher noise (test)

99.78AUC

4

Feb 26, 2026

CIFAR10-LT Gaussian OOD synthetic noise (test)

99.83AUC

4

Feb 26, 2026

Wave (UCI) (test)

91.2OOD Accuracy

4

Feb 26, 2026

CREMA-D all NMA (test)

64.5AUROC

4

Feb 26, 2026

IEMOCAP NMA (all)

61AUROC

4

Feb 26, 2026

R.ImgNet In-distribution vs Smooth OOD

98.9AUC

4

Feb 27, 2026

R.ImgNet In-distribution vs Cars (OOD)

99.9AUC

4

Feb 27, 2026

R.ImgNet (In-distribution) vs FGVC (OOD)

99.8AUC

4

Feb 27, 2026

R.ImgNet (In-distribution) vs Flowers (OOD)

96.9AUC

4

Feb 27, 2026

Restricted ImageNet (R.ImgNet) (test)

18.2Flowers FPR

4

Feb 27, 2026

NotR.ImgNet (test)

98.7AUC

4

Feb 27, 2026

CelebA Bald (held-out)

0.615ROC AUC

4

Feb 26, 2026

CelebA Blond Hair (held-out)

0.593ROC-AUC

4

Feb 26, 2026

CelebA Wearing a Hat (held-out)

0.604ROC AUC

4

Feb 26, 2026

ImageNet-30 (IND) vs CIFAR-100 (OOD)

99.58AUROC

4

Feb 26, 2026

ImageNet-30 (IND) vs CIFAR-10 (OOD)

99.79AUROC

4

Feb 26, 2026

ImageNet-30 (IND) vs SVHN (OOD)

99.99AUROC

4

Feb 26, 2026

ImageNet-30 IND vs Gaussian OOD

1AUROC

4

Feb 26, 2026

ImageNet 30 (IND) vs Uniform (OOD)

1AUROC

4

Feb 26, 2026

ImageNet-30 (IND) vs LSUN (C) (OOD)

99.86AUROC

4

Feb 26, 2026

ImageNet-30 (IND) vs LSUN (R) (OOD)

99.72AUROC

4

Feb 26, 2026

ImageNet-30 (IND) vs iSUN (OOD)

99.74AUROC

4

Feb 26, 2026

ImageNet-30 (unlabeled) vs DTD (test)

96.9AUROC

4

Feb 26, 2026

ImageNet-30 (unlabeled) vs Caltech-256 (test)

0.871AUROC

4

Feb 26, 2026

Page 27 of 34

Popular datasets

CIFAR ImageNet CIFAR-100 SVHN MNIST

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