Mixture Proportion Estimation on Binarized CIFAR
0.026Absolute Estimation Error(TED)ⁿ
Evaluation Results
| Method | Links | |
|---|---|---|
| (TED)ⁿBackbone=ResNet-18, Oracle early stopping=false2021.11 | 0.026 | |
| BBEBackbone=All Conv, Oracle early stopping=true2021.11 | 0.037 | |
| (TED)ⁿBackbone=All Conv, Oracle early stopping=false2021.11 | 0.042 | |
| DEDPULBackbone=All Conv, Oracle early stopping=true2021.11 | 0.052 | |
| AlphaMaxBackbone=All Conv, Oracle early stopping=true2021.11 | 0.09 | |
| BBEBackbone=ResNet-18, Oracle early stopping=true2021.11 | 0.091 | |
| DEDPULBackbone=ResNet-18, Oracle early stopping=true2021.11 | 0.091 | |
| AlphaMaxBackbone=ResNet-18, Oracle early stopping=true2021.11 | 0.125 | |
| DEDPULBackbone=MLP, Oracle early stopping=true2021.11 | 0.138 | |
| KM2Backbone=All Conv, Oracle early stopping=false2021.11 | 0.168 | |
| BBEBackbone=MLP, Oracle early stopping=true2021.11 | 0.177 | |
| ENBackbone=ResNet-18, Oracle early stopping=true2021.11 | 0.192 | |
| ENBackbone=All Conv, Oracle early stopping=true2021.11 | 0.221 | |
| (TED)ⁿBackbone=MLP, Oracle early stopping=false2021.11 | 0.225 | |
| TiCEBackbone=All Conv, Oracle early stopping=false2021.11 | 0.251 | |
| AlphaMaxBackbone=MLP, Oracle early stopping=true2021.11 | 0.3 | |
| ENBackbone=MLP, Oracle early stopping=true2021.11 | 0.372 |