Image Classification on DermaMNIST (test)
0.366L1 ECEKDEL1 KDE-XE
Evaluation Results
| Method | Links | |
|---|---|---|
| L1 KDE-XEModel=DenseNet-40, Temperature Scaling=Pre T2022.10 | 0.366 | |
| L1 KDE-XEModel=DenseNet-40, Temperature Scaling=Post T2022.10 | 0.418 | |
| L1 KDE-XEModel=Wide-ResNet-28-10, Temperature Scaling=Pre T2022.10 | 0.455 | |
| L1 KDE-XEModel=ResNet-110 (SD), Temperature Scaling=Pre T2022.10 | 0.461 | |
| L1 KDE-XEModel=ResNet-110, Temperature Scaling=Pre T2022.10 | 0.467 | |
| MMCEModel=ResNet-110 (SD), Temperature Scaling=Pre T2022.10 | 0.47 | |
| MMCEModel=Wide-ResNet-28-10, Temperature Scaling=Pre T2022.10 | 0.47 | |
| L1 KDE-XEModel=Wide-ResNet-28-10, Temperature Scaling=Post T2022.10 | 0.509 | |
| MMCEModel=Wide-ResNet-28-10, Temperature Scaling=Post T2022.10 | 0.512 | |
| MMCEModel=DenseNet-40, Temperature Scaling=Pre T2022.10 | 0.514 | |
| L1 KDE-XEModel=ResNet-110, Temperature Scaling=Post T2022.10 | 0.516 | |
| MMCEModel=ResNet-110 (SD), Temperature Scaling=Post T2022.10 | 0.526 | |
| XEModel=ResNet-110 (SD), Temperature Scaling=Pre T2022.10 | 0.534 | |
| L1 KDE-XEModel=ResNet-110 (SD), Temperature Scaling=Post T2022.10 | 0.538 | |
| XEModel=Wide-ResNet-28-10, Temperature Scaling=Pre T2022.10 | 0.546 | |
| FL-53Model=DenseNet-40, Temperature Scaling=Post T2022.10 | 0.557 | |
| MMCEModel=DenseNet-40, Temperature Scaling=Post T2022.10 | 0.558 | |
| FL-53Model=ResNet-110 (SD), Temperature Scaling=Pre T2022.10 | 0.567 | |
| XEModel=ResNet-110 (SD), Temperature Scaling=Post T2022.10 | 0.571 | |
| XEModel=DenseNet-40, Temperature Scaling=Pre T2022.10 | 0.573 | |
| MMCEModel=ResNet-110, Temperature Scaling=Pre T2022.10 | 0.575 | |
| FL-53Model=DenseNet-40, Temperature Scaling=Pre T2022.10 | 0.577 | |
| XEModel=DenseNet-40, Temperature Scaling=Post T2022.10 | 0.578 | |
| XEModel=ResNet-110, Temperature Scaling=Pre T2022.10 | 0.579 | |
| FL-53Model=ResNet-110 (SD), Temperature Scaling=Post T2022.10 | 0.594 | |
| XEModel=Wide-ResNet-28-10, Temperature Scaling=Post T2022.10 | 0.599 | |
| XEModel=ResNet-110, Temperature Scaling=Post T2022.10 | 0.602 | |
| MMCEModel=ResNet-110, Temperature Scaling=Post T2022.10 | 0.603 | |
| FL-53Model=Wide-ResNet-28-10, Temperature Scaling=Post T2022.10 | 0.608 | |
| FL-53Model=ResNet-110, Temperature Scaling=Post T2022.10 | 0.618 | |
| FL-53Model=Wide-ResNet-28-10, Temperature Scaling=Pre T2022.10 | 0.623 | |
| FL-53Model=ResNet-110, Temperature Scaling=Pre T2022.10 | 0.684 |