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ResearchFormerly WizWand

Open-set Classification on CIFAR-10 (IND) TinyImageNet (OOD) 50% symmetric noise (test)

87.5F1 ScoreNGC
62.85269.25175.6582.049Aug 25, 2021
Updated 8mo ago

Evaluation results

MethodLinks
NGCIND noise=50% symmetric, Training OOD samples=20k, Test OOD samples=10k2021.0887.5
DivideMix + MSPIND noise=50% symmetric, Training OOD samples=20k, Test OOD samples=10k2021.0872.6
DivideMix + ODININD noise=50% symmetric, Training OOD samples=20k, Test OOD samples=10k2021.0870.7
DivideMix + MDIND noise=50% symmetric, Training OOD samples=20k, Test OOD samples=10k2021.0870.2
DivideMixIND noise=50% symmetric, Training OOD samples=20k, Test OOD samples=10k2021.0863.8