Categories Companies Research

Loading the SOTA2 catalog…

Explore

Categories Companies Research

Contribute

Join SOTA2 Contact

SOTA2

© 2026 SOTA2

Build in Bellevue, USA

WizWand is now SOTA2 Research

Papers Benchmarks Datasets Tasks

Out-of-Distribution Detection research benchmarks – Page 12 · SOTA2 Research

Out-of-Distribution Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CELEBA vs FOOD-101 (test)

0.96AUROC

16

Feb 26, 2026

CIFAR-10 Corruption avg (test)

58AUROC

16

Feb 26, 2026

Average HMDB51, UCF101, Kinetics-600, EPIC-Kitchen

Modality-Aware OOD detector

39.7FPR

15

Jun 24, 2026

ImageNet-1k OOD

85.53AUROC

15

Jun 23, 2026

Tiny ImageNet OOD

79.88AUROC

15

Jun 23, 2026

98.84AUROC

15

Jun 23, 2026

MNIST vs Fashion-MNIST 1000-tasks Permuted

100OOD Detection AUC

15

May 29, 2026

CIFAR-100 ID CelebA OOD (test)

100AUROC

15

May 21, 2026

CIFAR-100 ID DTD OOD (test)

100AUROC

15

May 21, 2026

DroneRFa (test)

95.18Accuracy

15

Feb 26, 2026

26.4AUPR

15

Apr 13, 2026

FMNIST vs. MNIST

99.6AUROC (%)

15

May 18, 2026

CIFAR-100 standard (test)

0.16FPR95 (SVHN)

14

Jul 8, 2026

CIFAR-100 (test)

77.9Near-OOD AUROC

14

May 19, 2026

Label-free Mahalanobis + SMP

0.903AUROC

14

May 8, 2026

CIFAR-10 → CIFAR-100

90.3AUPR (Aleatoric)

14

May 26, 2026

CIFAR-10 → SVHN

91.27AUPR (Aleatoric)

14

May 26, 2026

77.54In-Distribution Accuracy

14

Mar 24, 2026

20FPR

14

Feb 26, 2026

ImageNet (ID) vs Textures (OOD) 1.0 (test)

14.1FPR95

14

Feb 26, 2026

FashionMNIST (In-Distribution) vs KMNIST (Out-of-Distribution) (test)

92.5AUROC

14

Feb 26, 2026

0.917AUROC

14

Feb 26, 2026

FashionMNIST (test)

0.917AUROC

14

Feb 26, 2026

CIFAR-10 (in-dist) CIFAR-100 (out-dist)

0.938AUROC

14

Jul 9, 2026

Tiny ImageNet (TIN)

0.863AUROC

14

Apr 7, 2026

Page 12 of 34

Popular datasets

CIFAR ImageNet CIFAR-100 SVHN MNIST

Follow for updates

Join SOTA2 Contact