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ResearchFormerly WizWand

Calibration on CIFAR-10-LT (test)

4.74ECEUniMix+Bayias
4.10848.371712.63516.8983Nov 6, 2021
Updated 8mo ago

Evaluation results

MethodLinks
UniMix+BayiasBackbone=ResNet-32, Imbalance ratio (rho)=102021.114.7413.67
BayiasBackbone=ResNet-32, Imbalance ratio (rho)=102021.115.5220.14
UniMixBackbone=ResNet-32, Imbalance ratio (rho)=102021.11625.99
mixupBackbone=ResNet-32, Imbalance ratio (rho)=102021.116.5524.54
ERMBackbone=ResNet-32, Imbalance ratio (rho)=102021.116.674.96
RemixBackbone=ResNet-32, Imbalance ratio (rho)=102021.116.8122.44
UniMix+BayiasBackbone=ResNet-32, Imbalance ratio (rho)=1002021.1110.1925.47
BayiasBackbone=ResNet-32, Imbalance ratio (rho)=1002021.1111.0523.72
LDAM+DRWBackbone=ResNet-32, Imbalance ratio (rho)=102021.1111.2245.92
UniMixBackbone=ResNet-32, Imbalance ratio (rho)=1002021.1112.8728.3
RemixBackbone=ResNet-32, Imbalance ratio (rho)=1002021.1115.3827.99
mixupBackbone=ResNet-32, Imbalance ratio (rho)=1002021.1119.237.84
LDAM+DRWBackbone=ResNet-32, Imbalance ratio (rho)=1002021.1119.8949.07
ERMBackbone=ResNet-32, Imbalance ratio (rho)=1002021.1120.5373.91