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ResearchFormerly WizWand

Image Classification on CIFAR-10 (test) (L1 ECEKDE Metric)

0.077L1 ECEKDEL1 KDE-XE
0.071160.110580.150.18942Oct 13, 2022
Updated 8mo ago

Evaluation results

MethodLinks
L1 KDE-XEModel=Wide-ResNet-28-10, Temperature Scaling=Pre T2022.100.077
FL-53Model=DenseNet-40, Temperature Scaling=Pre T2022.100.081
FL-53Model=DenseNet-40, Temperature Scaling=Post T2022.100.081
XEModel=Wide-ResNet-28-10, Temperature Scaling=Pre T2022.100.083
L1 KDE-XEModel=DenseNet-40, Temperature Scaling=Pre T2022.100.09
L1 KDE-XEModel=Wide-ResNet-28-10, Temperature Scaling=Post T2022.100.091
XEModel=Wide-ResNet-28-10, Temperature Scaling=Post T2022.100.098
XEModel=DenseNet-40, Temperature Scaling=Pre T2022.100.104
L1 KDE-XEModel=DenseNet-40, Temperature Scaling=Post T2022.100.124
L1 KDE-XEModel=ResNet-110, Temperature Scaling=Pre T2022.100.126
XEModel=DenseNet-40, Temperature Scaling=Post T2022.100.131
XEModel=ResNet-110 (SD), Temperature Scaling=Pre T2022.100.132
XEModel=ResNet-110, Temperature Scaling=Pre T2022.100.133
MMCEModel=DenseNet-40, Temperature Scaling=Pre T2022.100.133
FL-53Model=ResNet-110, Temperature Scaling=Pre T2022.100.138
MMCEModel=Wide-ResNet-28-10, Temperature Scaling=Pre T2022.100.143
FL-53Model=Wide-ResNet-28-10, Temperature Scaling=Pre T2022.100.147
MMCEModel=Wide-ResNet-28-10, Temperature Scaling=Post T2022.100.155
MMCEModel=DenseNet-40, Temperature Scaling=Post T2022.100.155
FL-53Model=ResNet-110 (SD), Temperature Scaling=Pre T2022.100.156
L1 KDE-XEModel=ResNet-110, Temperature Scaling=Post T2022.100.163
MMCEModel=ResNet-110 (SD), Temperature Scaling=Pre T2022.100.164
XEModel=ResNet-110, Temperature Scaling=Post T2022.100.17
MMCEModel=ResNet-110, Temperature Scaling=Pre T2022.100.171
FL-53Model=ResNet-110, Temperature Scaling=Post T2022.100.171
XEModel=ResNet-110 (SD), Temperature Scaling=Post T2022.100.172
FL-53Model=Wide-ResNet-28-10, Temperature Scaling=Post T2022.100.177
L1 KDE-XEModel=ResNet-110 (SD), Temperature Scaling=Pre T2022.100.178
MMCEModel=ResNet-110, Temperature Scaling=Post T2022.100.196
FL-53Model=ResNet-110 (SD), Temperature Scaling=Post T2022.100.201
MMCEModel=ResNet-110 (SD), Temperature Scaling=Post T2022.100.203
L1 KDE-XEModel=ResNet-110 (SD), Temperature Scaling=Post T2022.100.223