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ResearchFormerly WizWand

Image Classification on CIFAR-10 (IND) + Places-365 (OOD)

94.18Test AccNGC
32.154448.257264.3680.4628Aug 25, 2021
Updated 8mo ago

Evaluation results

MethodLinks
NGC# OOD samples=10k, IND noise ratio=50%, IND noise type=symmetric2021.0894.18
DivideMix# OOD samples=10k, IND noise ratio=50%, IND noise type=symmetric2021.0893.81
NGC# OOD samples=20k, IND noise ratio=50%, IND noise type=symmetric2021.0893.67
DivideMix# OOD samples=20k, IND noise ratio=50%, IND noise type=symmetric2021.0893.59
ILON# OOD samples=20k, IND noise ratio=50%, IND noise type=symmetric2021.0876.36
ILON# OOD samples=10k, IND noise ratio=50%, IND noise type=symmetric2021.0876.17
NGC# OOD samples=10k, IND noise ratio=50%, IND noise type=symmetric2021.0874.89
NGC# OOD samples=20k, IND noise ratio=50%, IND noise type=symmetric2021.0873.44
DivideMix# OOD samples=10k, IND noise ratio=50%, IND noise type=symmetric2021.0870.01
DivideMix# OOD samples=20k, IND noise ratio=50%, IND noise type=symmetric2021.0869.84
ROG# OOD samples=10k, IND noise ratio=50%, IND noise type=symmetric2021.0864.21
ROG# OOD samples=20k, IND noise ratio=50%, IND noise type=symmetric2021.0863.52
CE# OOD samples=20k, IND noise ratio=50%, IND noise type=symmetric2021.0855.3
CE# OOD samples=10k, IND noise ratio=50%, IND noise type=symmetric2021.0854.06
ROG# OOD samples=10k, IND noise ratio=50%, IND noise type=symmetric2021.0852.43
ILON# OOD samples=10k, IND noise ratio=50%, IND noise type=symmetric2021.0850.74
ROG# OOD samples=20k, IND noise ratio=50%, IND noise type=symmetric2021.0850.32
ILON# OOD samples=20k, IND noise ratio=50%, IND noise type=symmetric2021.0849.87
CE# OOD samples=10k, IND noise ratio=50%, IND noise type=symmetric2021.0837.53
CE# OOD samples=20k, IND noise ratio=50%, IND noise type=symmetric2021.0834.54