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Papers Benchmarks Datasets Tasks

OOD Detection research benchmarks – Page 18 · SOTA2 Research

OOD Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

AG News ID Yelp OOD (test)

96.95AUROC

5

May 8, 2026

84.8Length-Matched AUROC

5

May 4, 2026

HateSpeech (test)

0.634Length-Matched AUROC

5

May 4, 2026

Jailbreak (test)

85.8Length-Matched AUROC

5

May 4, 2026

ToxicChat (test)

60.2Length-Matched AUROC

5

May 4, 2026

SST-2 vs IMDB near-OOD

0.761AUROC

5

Feb 26, 2026

SST-2 vs 20News far-OOD

0.934AUROC

5

Feb 26, 2026

CIFAR-10 (rho=0.01) vs CIFAR-100 LT (test)

67.74AUROC

5

Feb 26, 2026

CIFAR-10 (rho=0.01) vs SVHN LT (test)

71.62AUROC

5

Feb 26, 2026

CIFAR-10 vs CIFAR-100 rho=0.1 LT (test)

81.54AUROC

5

Feb 26, 2026

CIFAR-10-LT (rho=0.1) vs SVHN (test)

89.22AUROC

5

Feb 26, 2026

ImageNet-100 1.0 (test)

94.77Accuracy

5

Feb 26, 2026

BIMCV-COVID19+ (ID) vs CT-SCAN & X-Ray-Bone (OOD) OpenOOD setup (test)

100Average AUROC

5

Mar 27, 2026

sensorless (OOD)

88.65PR-AUC

5

Feb 26, 2026

segment (OOD detection)

99.67PR-AUC

5

Feb 26, 2026

ImageNet-30 vs Caltech-256 (test)

Deep Clustering

0.944ROCAUC

5

Feb 26, 2026

ImageNet-30 vs Places-365 (test)

0.967ROCAUC

5

Feb 26, 2026

ImageNet-30 vs Food-101 (test)

Deep Clustering

96.4ROCAUC

5

Feb 26, 2026

ImageNet-30 vs Flowers-102 (test)

Deep Clustering

0.983ROCAUC

5

Feb 26, 2026

ImageNet-30 vs Pets (test)

Deep Clustering

94.9ROC AUC

5

Feb 26, 2026

ImageNet-30 vs Dogs (test)

97.1ROCAUC

5

Feb 26, 2026

ImageNet-30 vs CUB-200 (test)

Deep Clustering

99.4ROCAUC

5

Feb 26, 2026

CIFAR-100 standard (test)

76.77SVHN FPR95

5

Feb 26, 2026

CIFAR-10 (ID) vs Uniform (OOD)

Multi-Task Curriculum Framework

100AUROC

5

Feb 26, 2026

CIFAR-100 vs Texture (test)

43.87FPR @ 0.05 FNR

5

Feb 26, 2026

Page 18 of 23

Popular datasets

CIFAR ImageNet ISIC CURE-OOD CIFAR-10

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