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ResearchFormerly WizWand

Image Classification on CIFAR-10 long-tailed (test) (Balanced Error)

19.08Balanced Error RateLogit adjustment post-hoc
18.756820.938423.1225.3016Jul 14, 2020
Updated 8mo ago

Evaluation results

MethodLinks
Logit adjustment post-hocBackbone=ResNet-32, tau=tau*2020.0719.08
Weight normalisationBackbone=ResNet-32, tau=tau*2020.0721.5
Logit adjustment lossBackbone=ResNet-32, tau=12020.0722.33
Logit adjustment post-hocBackbone=ResNet-32, tau=12020.0722.6
Weight normalisationBackbone=ResNet-32, tau=12020.0724.02
EqualisedBackbone=ResNet-322020.0726.02
AdaptiveBackbone=ResNet-32, Training detail=LDAM + SGD2020.0726.65
ERMBackbone=ResNet-322020.0727.16