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ResearchFormerly WizWand

Image Classification on CIFAR-100 (IND) + TinyImageNet (OOD)

0.7457Accuracy (Test)NGC
0.3294920.4375460.54560.653654Aug 25, 2021
Updated 8mo ago

Evaluation results

MethodLinks
NGC# OOD samples=10k, IND noise ratio=50%, IND noise type=symmetric2021.080.7457
NGC# OOD samples=20k, IND noise ratio=50%, IND noise type=symmetric2021.080.7349
DivideMix# OOD samples=10k, IND noise ratio=50%, IND noise type=symmetric2021.080.7038
DivideMix# OOD samples=20k, IND noise ratio=50%, IND noise type=symmetric2021.080.6989
ROG# OOD samples=10k, IND noise ratio=50%, IND noise type=symmetric2021.080.5265
ILON# OOD samples=10k, IND noise ratio=50%, IND noise type=symmetric2021.080.5143
ROG# OOD samples=20k, IND noise ratio=50%, IND noise type=symmetric2021.080.504
ILON# OOD samples=20k, IND noise ratio=50%, IND noise type=symmetric2021.080.5014
CE# OOD samples=10k, IND noise ratio=50%, IND noise type=symmetric2021.080.3701
CE# OOD samples=20k, IND noise ratio=50%, IND noise type=symmetric2021.080.3455