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Mixture Proportion Estimation on CIFAR Dog vs Cat

0.066Abs. Estimation Error(TED)ⁿ
0.05540.126950.19850.27005Nov 1, 2021

Evaluation results

MethodLinks
(TED)ⁿBackbone=All Conv, Oracle early stopping=false2021.110.066
(TED)ⁿBackbone=ResNet-18, Oracle early stopping=false2021.110.078
DEDPULBackbone=All Conv, Oracle early stopping=true2021.110.115
BBEBackbone=All Conv, Oracle early stopping=true2021.110.128
DEDPULBackbone=ResNet-18, Oracle early stopping=true2021.110.17
AlphaMaxBackbone=ResNet-18, Oracle early stopping=true2021.110.17
BBEBackbone=ResNet-18, Oracle early stopping=true2021.110.176
AlphaMaxBackbone=All Conv, Oracle early stopping=true2021.110.19
ENBackbone=ResNet-18, Oracle early stopping=true2021.110.226
ENBackbone=All Conv, Oracle early stopping=true2021.110.25
TiCEBackbone=ResNet-18, Oracle early stopping=false2021.110.286
KM2Backbone=ResNet-18, Oracle early stopping=false2021.110.331