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ResearchFormerly WizWand

Open-set classification on CIFAR-100 (IND) / TinyImageNet (OOD) with 50% symmetric noise (test)

77.3F1 ScoreNGC
50.57257.51164.4571.389Aug 25, 2021
Updated 8mo ago

Evaluation results

MethodLinks
NGCIND noise=50% symmetric, Training OOD samples=20k, Test OOD samples=10k2021.0877.3
DivideMix + ODININD noise=50% symmetric, Training OOD samples=20k, Test OOD samples=10k2021.0870.5
DivideMix + MSPIND noise=50% symmetric, Training OOD samples=20k, Test OOD samples=10k2021.0868.7
DivideMix + MDIND noise=50% symmetric, Training OOD samples=20k, Test OOD samples=10k2021.0852.6
DivideMixIND noise=50% symmetric, Training OOD samples=20k, Test OOD samples=10k2021.0851.6