Image Classification on CIFAR-10 (test) (L1 ECEKDE Metric)
0.077L1 ECEKDEL1 KDE-XE
Evaluation Results
| Method | Links | |
|---|---|---|
| L1 KDE-XEModel=Wide-ResNet-28-10, Temperature Scaling=Pre T2022.10 | 0.077 | |
| FL-53Model=DenseNet-40, Temperature Scaling=Pre T2022.10 | 0.081 | |
| FL-53Model=DenseNet-40, Temperature Scaling=Post T2022.10 | 0.081 | |
| XEModel=Wide-ResNet-28-10, Temperature Scaling=Pre T2022.10 | 0.083 | |
| L1 KDE-XEModel=DenseNet-40, Temperature Scaling=Pre T2022.10 | 0.09 | |
| L1 KDE-XEModel=Wide-ResNet-28-10, Temperature Scaling=Post T2022.10 | 0.091 | |
| XEModel=Wide-ResNet-28-10, Temperature Scaling=Post T2022.10 | 0.098 | |
| XEModel=DenseNet-40, Temperature Scaling=Pre T2022.10 | 0.104 | |
| L1 KDE-XEModel=DenseNet-40, Temperature Scaling=Post T2022.10 | 0.124 | |
| L1 KDE-XEModel=ResNet-110, Temperature Scaling=Pre T2022.10 | 0.126 | |
| XEModel=DenseNet-40, Temperature Scaling=Post T2022.10 | 0.131 | |
| XEModel=ResNet-110 (SD), Temperature Scaling=Pre T2022.10 | 0.132 | |
| XEModel=ResNet-110, Temperature Scaling=Pre T2022.10 | 0.133 | |
| MMCEModel=DenseNet-40, Temperature Scaling=Pre T2022.10 | 0.133 | |
| FL-53Model=ResNet-110, Temperature Scaling=Pre T2022.10 | 0.138 | |
| MMCEModel=Wide-ResNet-28-10, Temperature Scaling=Pre T2022.10 | 0.143 | |
| FL-53Model=Wide-ResNet-28-10, Temperature Scaling=Pre T2022.10 | 0.147 | |
| MMCEModel=Wide-ResNet-28-10, Temperature Scaling=Post T2022.10 | 0.155 | |
| MMCEModel=DenseNet-40, Temperature Scaling=Post T2022.10 | 0.155 | |
| FL-53Model=ResNet-110 (SD), Temperature Scaling=Pre T2022.10 | 0.156 | |
| L1 KDE-XEModel=ResNet-110, Temperature Scaling=Post T2022.10 | 0.163 | |
| MMCEModel=ResNet-110 (SD), Temperature Scaling=Pre T2022.10 | 0.164 | |
| XEModel=ResNet-110, Temperature Scaling=Post T2022.10 | 0.17 | |
| MMCEModel=ResNet-110, Temperature Scaling=Pre T2022.10 | 0.171 | |
| FL-53Model=ResNet-110, Temperature Scaling=Post T2022.10 | 0.171 | |
| XEModel=ResNet-110 (SD), Temperature Scaling=Post T2022.10 | 0.172 | |
| FL-53Model=Wide-ResNet-28-10, Temperature Scaling=Post T2022.10 | 0.177 | |
| L1 KDE-XEModel=ResNet-110 (SD), Temperature Scaling=Pre T2022.10 | 0.178 | |
| MMCEModel=ResNet-110, Temperature Scaling=Post T2022.10 | 0.196 | |
| FL-53Model=ResNet-110 (SD), Temperature Scaling=Post T2022.10 | 0.201 | |
| MMCEModel=ResNet-110 (SD), Temperature Scaling=Post T2022.10 | 0.203 | |
| L1 KDE-XEModel=ResNet-110 (SD), Temperature Scaling=Post T2022.10 | 0.223 |