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Papers Benchmarks Datasets Tasks

OOD Detection research benchmarks – Page 8 · SOTA2 Research

OOD Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

NTU Structure Manipulation 2012

75.95AUROC

14

Jul 9, 2026

NTU Feature Interpolation 2012

95.1AUROC

14

Jul 9, 2026

NTU 2012 (Label Leave-out)

92.33AUROC

14

Jul 9, 2026

ModelNet40 Structure Manipulation

79.89AUROC

14

Jul 9, 2026

ModelNet40 Feature Interpolation

89.96AUROC

14

Jul 9, 2026

ModelNet40 Label Leave-out

98.64AUROC

14

Jul 9, 2026

DBLP Structure Manipulation

71.97AUROC

14

Jul 9, 2026

DBLP Feature Interpolation

99.26AUROC

14

Jul 9, 2026

DBLP Label Leave-out

96.08AUROC

14

Jul 9, 2026

Citeseer Structure Manipulation

77.71AUROC

14

Jul 9, 2026

Citeseer Feature Interpolation

81.52AUROC

14

Jul 9, 2026

Citeseer Label Leave-out

80.45AUROC

14

Jul 9, 2026

Cora CA Feature Interpolation

90.79AUROC

14

Jul 9, 2026

Cora Feature Interpolation

80.61AUROC

14

Jul 9, 2026

CIFAR-10 (InD) vs TEXTURES (OOD)

0.96FPR@95

14

Jul 8, 2026

Average (iNaturalist, SUN, Places, Texture) with ImageNet-1k (ID) (val)

GP-Adapter+LoCoOp

30.23FPR@95

14

Jun 8, 2026

Texture (OOD) with ImageNet-1k (ID) (val)

GP-Adapter+CoOp

39.27FPR@95%TPR

14

Jun 8, 2026

Places (OOD) with ImageNet-1k (ID) (val)

33.45FPR@95

14

Jun 8, 2026

SUN (OOD) with ImageNet-1k (ID) (val)

26.17FPR@95

14

Jun 8, 2026

iNaturalist (OOD) with ImageNet-1k (ID) (val)

GP-Adapter+LoCoOp

12.66FPR95

14

Jun 8, 2026

North American Birds Fine-grained OOD split

DFDNet (MixOE-cut)

30.8TNR@95%TPR

14

Jun 5, 2026

North American Birds Coarse-grained OOD

99TNR@95

14

Jun 5, 2026

Butterfly Fine-grained OOD

DFDNet (MixOE-cut)

41.5TNR@95%TPR

14

Jun 5, 2026

Butterfly Coarse-grained OOD

98.4TNR95

14

Jun 5, 2026

Stanford Cars Fine-grained OOD

DFDNet (MixOE-cut)

70.3TNR@95%TPR

14

Jun 5, 2026

Page 8 of 23

Popular datasets

CIFAR ImageNet ISIC CURE-OOD CIFAR-10

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