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Papers Benchmarks Datasets Tasks

OOD Detection research benchmarks – Page 9 · SOTA2 Research

OOD Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Stanford Cars Coarse-grained OOD

100TNR@95

14

Jun 5, 2026

FGVC-Aircraft Coarse-grained OOD split

100TNR@95%TPR

14

Jun 5, 2026

CIFAR-100 OOD (Average of SVHN, Places365, LSUN, iSUN, Textures)

25.73FPR@95

14

May 21, 2026

CIFAR-100 (In-distribution) vs Textures (OOD)

26.82FPR95

14

May 21, 2026

CIFAR-10 → CIFAR-100

88.06Aleatoric AUROC

14

May 6, 2026

CIFAR-10 → SVHN

94.75Aleatoric AUROC

14

May 6, 2026

ImageNet100 (In-distribution) vs SUN (OOD) (test)

3.3FPR@95

14

May 21, 2026

Mouse liver histopathology images (test)

16Anomaly FNR

14

Feb 26, 2026

28.24FPR

14

Feb 26, 2026

9.69FPR

14

Feb 26, 2026

MS-COCO (In-distribution) Objects365 (Out-of-distribution) original (test)

9.54FPR@95

14

Feb 26, 2026

PASCAL-VOC Objects365 In-distribution Out-of-distribution original (test)

16.38FPR@95

14

Feb 26, 2026

31.13Avg FPR95

14

May 21, 2026

Ours (SwinB-NF)

100AUROC

13

May 13, 2026

Foggy Cityscapes i=0.2

Ours (SwinB-NF)

1AUROC

13

May 13, 2026

Ours (SwinB-NF)

99AUROC

13

May 13, 2026

Ours (SwinB-NF)

95AUROC

13

May 13, 2026

MNIST → FMNIST

99.99Epistemic AUROC

13

May 6, 2026

MNIST → KMNIST

99.95Epistemic AUROC

13

May 26, 2026

Textures (test)

24.92FPR

13

Mar 18, 2026

18.48FPR

13

Mar 18, 2026

8.78FPR

13

Mar 18, 2026

CIFAR-10 IND CIFAR-100 OOD (test)

0.904AUROC

13

Feb 26, 2026

CelebA (In) vs SVHN (Out)

1AUROC

13

May 22, 2026

LG-Plug + GRASP

36.03FPR@95

13

Feb 26, 2026

Page 9 of 23

Popular datasets

CIFAR ImageNet ISIC CURE-OOD CIFAR-10

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