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

OOD Detection research benchmarks – Page 17 · SOTA2 Research

OOD Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

0.93AUROC

6

Mar 16, 2026

0.831AUROC

6

Feb 26, 2026

54.5AUROC

6

Feb 26, 2026

PancreasCT (test)

100AUROC

6

Feb 26, 2026

100AUROC

6

Feb 26, 2026

MIDRC C19 (test)

0.933AUROC

6

Feb 26, 2026

95.8AUROC

6

Feb 26, 2026

CIFAR-100 SCOOD benchmark (test)

81.99ID Accuracy

6

Feb 26, 2026

CIFAR-10 SCOOD benchmark (test)

95.57ID Accuracy

6

Feb 26, 2026

CIFAR-100 SCOOD Benchmark Average (6 OOD datasets)

41.05FPR@95%

6

Feb 26, 2026

CIFAR-10 SCOOD Benchmark Average (6 OOD datasets)

8.53FPR95

6

Feb 26, 2026

CIFAR-100 (in-distribution) and LSUN (out-of-distribution) (test)

92.3ROC AUC

6

Feb 26, 2026

OpenOOD Far-OOD ImageNet-1k ID (test)

15.58FPR@95

5

Jun 25, 2026

70.57AUROC

5

May 13, 2026

Credal ensemble

93.85AUROC

5

May 13, 2026

69.58AUROC

5

May 13, 2026

0.528AUROC

5

May 13, 2026

70.78AUROC

5

May 13, 2026

75.02AUROC

5

May 13, 2026

84.18AUROC

5

May 13, 2026

AG News (in-distribution) vs DBPedia (out-of-distribution)

5.4FPR@95TPR

5

May 8, 2026

AG News vs Emotion in-distribution out-of-distribution

5.32FPR@95TPR

5

May 8, 2026

AG News (ID) DBPedia (OOD) (test)

96.86AUROC

5

May 8, 2026

AG News (ID) Emotion (OOD) (test)

0.983AUROC

5

May 8, 2026

AG News ID IMDB OOD (test)

97.2AUROC

5

May 8, 2026

Page 17 of 23

Popular datasets

CIFAR ImageNet ISIC CURE-OOD CIFAR-10

Follow for updates

Join SOTA2 Contact