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ResearchFormerly WizWand

Image Classification, OOD Detection, and Adversarial Attack Detection

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

Oxford Flowers low-shot (ID) -> Deep Weeds (OOD) (test)

100ID Accuracy (%)

11

Mar 5, 2026

CIFAR10 (ID) -> CIFAR100 (Near-OOD) (test)

98.64ID Accuracy

11

Mar 5, 2026

CIFAR10 (ID) -> SVHN (OOD) (test)

98.4ID Accuracy (%)

11

Mar 5, 2026

MNIST (ID) -> EMNIST (Near-OOD) (test)

99.99ID Accuracy

11

Mar 5, 2026

MNIST (ID) -> KMNIST (OOD) (test)

99.98ID Accuracy

11

Mar 5, 2026

MNIST (ID) -> FashionMNIST (OOD) (test)

99.98ID Accuracy (%)

11

Mar 5, 2026