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ResearchFormerly WizWand

Image Classification on ImageNet UnBiased 1k

94.5AccuracyPoE_Temps
90.3491.4292.593.58Nov 7, 2021
Updated 8mo ago

Evaluation results

MethodLinks
PoE_TempsEnsembling strategy=Product of Experts, Calibrator=Temperature Scaling, Backbone=ResNet-502021.1194.5
DRiFtEnsembling strategy=DRiFt, Calibrator=None, Backbone=ResNet-502021.1194.4
DRiFt_TempsEnsembling strategy=DRiFt, Calibrator=Temperature Scaling, Backbone=ResNet-502021.1194.4
PoEEnsembling strategy=Product of Experts, Calibrator=None, Backbone=ResNet-502021.1194.3
PoE_DirichletEnsembling strategy=Product of Experts, Calibrator=Dirichlet, Backbone=ResNet-502021.1194.3
DRiFt_DirichletEnsembling strategy=DRiFt, Calibrator=Dirichlet, Backbone=ResNet-502021.1194.3
InvR_DirichletEnsembling strategy=Inverse-Risk, Calibrator=Dirichlet, Backbone=ResNet-502021.1194.2
InvREnsembling strategy=Inverse-Risk, Calibrator=None, Backbone=ResNet-502021.1194.1
InvR_TempsEnsembling strategy=Inverse-Risk, Calibrator=Temperature Scaling, Backbone=ResNet-502021.1193.8
LMin_DirichletEnsembling strategy=Learned-Mixin, Calibrator=Dirichlet, Backbone=ResNet-502021.1190.9
LMin_TempsEnsembling strategy=Learned-Mixin, Calibrator=Temperature Scaling, Backbone=ResNet-502021.1190.6
LMinEnsembling strategy=Learned-Mixin, Calibrator=None, Backbone=ResNet-502021.1190.5