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ResearchFormerly WizWand

Few-Shot Open-Set Recognition

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

miniImageNet (test)

83.12Accuracy

22

Feb 26, 2026

tiered-ImageNet 5-shot

86.92AUROC

20

Feb 26, 2026

tiered-ImageNet 1-shot

79.06AUROC

20

Feb 26, 2026

mini-ImageNet 5-shot

83.4Accuracy

20

Feb 26, 2026

mini-ImageNet 1-shot

74.92AUROC

20

Feb 26, 2026

tieredImageNet (test)

85.38Accuracy

20

Feb 26, 2026

CIFAR-FS (test)

87.63Accuracy

14

Feb 26, 2026