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Papers Benchmarks Datasets Tasks

Multi-Class Out-of-Distribution Detection research benchmarks · SOTA2 Research

Multi-Class Out-of-Distribution Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CIFAR-10 (in-distribution) vs Textures (out-of-distribution) (test)

0.89FPR@95

35

May 26, 2026

CIFAR-10 (in-distribution) vs Places365 (out-of-distribution) (test)

Deep Abstaining Classifier

0.22FPR@95

14

May 26, 2026

CIFAR-10 OOD (test)

Auxiliary Rotation Prediction

16FPR@95

2

Feb 26, 2026

CIFAR-10 (in-distribution) vs Blobs (out-of-distribution) (test)

Auxiliary Rotation Prediction

2.3FPR@95%TPR

2

Feb 26, 2026

CIFAR-10 in-distribution vs Rademacher out-of-distribution (test)

Auxiliary Rotation Prediction

1.1FPR@95%TPR

2

Feb 26, 2026

Popular datasets

CIFAR CIFAR vs Places CIFAR vs Textures

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