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Papers Benchmarks Datasets Tasks

OOD Detection research benchmarks – Page 10 · SOTA2 Research

OOD Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

LG-Plug + GRASP

8.32FPR@95

13

Feb 26, 2026

94.6AUROC

13

Feb 26, 2026

CIFAR-100 In-distribution OpenOOD (test)

2.83FPR95 (MNIST)

13

Feb 26, 2026

CIFAR-10 vs SVHN

Deep Clustering for Multi-Class Anomaly Detection

99.9ROCAUC

13

Feb 26, 2026

CIFAR-10 vs CIFAR-100

Deep Clustering for Multi-Class Anomaly Detection

0.967ROCAUC

13

Feb 26, 2026

CIFAR-10 (ID) vs LSUN (OOD)

Multi-Task Curriculum Framework

99.82AUROC

13

Feb 26, 2026

CIFAR-100 vs LSUN (test)

16.16FPR @ FNR=0.05

13

May 26, 2026

CIFAR-scale CelebA32

0.928Average AUROC

12

May 13, 2026

63.72FPR@95

12

Apr 30, 2026

Textures OOD (test)

95.78AUROC

12

Feb 26, 2026

MNIST OOD (test)

99.54AUROC

12

Feb 26, 2026

93.88AUROC

12

Feb 26, 2026

81.93AUC

12

Feb 26, 2026

94.69AUC

12

Feb 26, 2026

CIFAR10-LT SC-OOD benchmark p = 50 (test)

94.98AUC

12

Feb 26, 2026

CIFAR100 LT (test)

78.5AUROC

12

Feb 26, 2026

CIFAR10 LT (test)

93.55AUROC

12

Feb 26, 2026

81.37AUROC

12

Feb 26, 2026

0.906AUROC

12

Feb 26, 2026

0.89AUROC

12

Feb 26, 2026

0.997AUROC

12

Feb 26, 2026

0.988AUROC

12

Feb 26, 2026

99.1AUROC

12

Feb 26, 2026

38.42FPR95 (SVHN)

12

Feb 26, 2026

CIFAR-10 IND LSUN R OOD

99.5AUROC

12

Feb 26, 2026

Page 10 of 23

Popular datasets

CIFAR ImageNet ISIC CURE-OOD CIFAR-10

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