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Out-of-distribution classification research benchmarks · SOTA2 Research

Out-of-distribution classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Camelyon17 WILDS OOD (test)

94.6Accuracy

16

Apr 21, 2026

Industrial OOD Scenario

71.15AccH

3

Jun 25, 2026

Medical OOD Scenario

45.96Accuracy (H)

3

Jun 25, 2026

Noisy OOD Scenario

75.9Accuracy (OOD Scenario)

3

Jun 25, 2026

Heterogeneous OOD Scenario

74.89Accuracy (Heterogeneous OOD)

3

Jun 25, 2026

Popular datasets

CAMELYON Heterogeneous OOD Scenario OOD Scenario Medical OOD Scenario Industrial OOD Scenario

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