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Papers Benchmarks Datasets Tasks

Near-OOD Detection research benchmarks · SOTA2 Research

Near-OOD Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CIFAR-100 Near-OOD (test)

89.78AUROC

93

Apr 15, 2026

94.82AUROC

71

Apr 15, 2026

85.3AUROC

36

Apr 15, 2026

CIFAR-10, CIFAR-100, TinyImageNet Average

89.32AUROC

35

Apr 15, 2026

85.3AUROC

34

Apr 15, 2026

Tiny ImageNet Near-OOD (test)

26.53FPR@95

22

Feb 26, 2026

Average (CIFAR-10, CIFAR-100, ImageNet-200)

89.32AUROC

21

Apr 15, 2026

Gemma2-2b LR baseline

86.61AUROC

4

May 13, 2026

Gemma2-9b LR baseline

97.98AUROC

4

May 13, 2026

Gemma2-2b LR baseline

97.26AUROC

4

May 13, 2026

AGNews one-vs-all runs

Gemma2-2b + 16k SAE + Markov

0.9AUROC (c3)

4

May 13, 2026

Popular datasets

ImageNet CIFAR Tiny-ImageNet AGNews Average

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