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Papers Benchmarks Datasets Tasks

Open-set classification research benchmarks · SOTA2 Research

Open-set classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CIFAR-100 50 / 50

68.15Balanced Accuracy

12

Jun 26, 2026

CIFAR-100 (20 / 80)

64.55Balanced Accuracy

12

Jun 26, 2026

CIFAR-100 (IND) Places-365 (OOD) with 50% symmetric noise (test)

73.1F1 Score

5

Feb 26, 2026

CIFAR-100 (IND) / TinyImageNet (OOD) with 50% symmetric noise (test)

77.3F1 Score

5

Feb 26, 2026

CIFAR-10 (IND) Places-365 (OOD) with 50% symmetric noise (test)

88.7F1 Score

5

Feb 26, 2026

CIFAR-10 (IND) TinyImageNet (OOD) with 50% symmetric noise (test)

87.5F1 Score

5

Feb 26, 2026

CIFAR-10 IND CIFAR-100 OOD 50% symmetric noise (test)

83.8F-measure

5

Feb 26, 2026

Popular datasets

CIFAR CIFAR-100 CIFAR ImageNet CIFAR / Places CIFAR-10 TinyImageNet

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