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Papers Benchmarks Datasets Tasks

Novel category discovery research benchmarks · SOTA2 Research

Novel category discovery

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

SVHN (unlabelled set)

95.2Accuracy

10

Feb 26, 2026

Dual Ranking Statistics

0.889Accuracy

6

Feb 26, 2026

Dual Ranking Statistics

91.6Accuracy

6

Feb 26, 2026

Dual Ranking Statistics

70.4Accuracy

5

Feb 26, 2026

Dual Ranking Statistics

61.9Accuracy

5

Feb 26, 2026

Dual Ranking Statistics

47.8Accuracy

5

Feb 26, 2026

OmniGlot (unlabelled set)

89.1Accuracy

5

Feb 26, 2026

Popular datasets

ImageNet CUB CIFAR FGVC-Aircraft Stanford Cars

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