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Classification and OOD Detection research benchmarks · SOTA2 Research

Classification and OOD Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

ImageNet-C OCTTA Average severity = 5 (test)

61.5Accuracy

13

Apr 24, 2026

NINCO-C severity = 5 (test)

61.5Accuracy

13

Apr 24, 2026

SSB-H.-C severity = 5 (test)

61.9Accuracy

13

Apr 24, 2026

SUN-C severity = 5 (test)

61.5Accuracy

13

Apr 24, 2026

iNatur.-C severity = 5 (test)

61.4Accuracy (ACC)

13

Apr 24, 2026

Texture-C severity = 5 (test)

61Accuracy

13

Apr 24, 2026

Places-C severity = 5 (test)

61.8Accuracy

13

Apr 24, 2026

74.2Accuracy

6

May 19, 2026

CIFAR-10N (Worst W)

94.2Accuracy

6

May 19, 2026

CIFAR-10N (Random 1 (R1))

96.9Accuracy

6

May 19, 2026

CIFAR-10N (Aggregate (A))

97.1Accuracy (ACC)

6

May 19, 2026

Popular datasets

CIFAR Places CIFAR-10 SUN SSB

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