Image Classification on Kather (test)
0.114L1 ECEKDEL1 KDE-XE
Evaluation Results
| Method | Links | |
|---|---|---|
| L1 KDE-XEModel=DenseNet-40, Temperature Scaling=Pre T2022.10 | 0.114 | |
| FL-53Model=ResNet-110 (SD), Temperature Scaling=Post T2022.10 | 0.122 | |
| L1 KDE-XEModel=ResNet-110 (SD), Temperature Scaling=Post T2022.10 | 0.147 | |
| L1 KDE-XEModel=DenseNet-40, Temperature Scaling=Post T2022.10 | 0.154 | |
| MMCEModel=ResNet-110 (SD), Temperature Scaling=Post T2022.10 | 0.159 | |
| MMCEModel=DenseNet-40, Temperature Scaling=Pre T2022.10 | 0.159 | |
| L1 KDE-XEModel=Wide-ResNet-28-10, Temperature Scaling=Pre T2022.10 | 0.162 | |
| FL-53Model=DenseNet-40, Temperature Scaling=Pre T2022.10 | 0.165 | |
| XEModel=Wide-ResNet-28-10, Temperature Scaling=Pre T2022.10 | 0.177 | |
| L1 KDE-XEModel=ResNet-110 (SD), Temperature Scaling=Pre T2022.10 | 0.198 | |
| MMCEModel=Wide-ResNet-28-10, Temperature Scaling=Pre T2022.10 | 0.201 | |
| FL-53Model=DenseNet-40, Temperature Scaling=Post T2022.10 | 0.207 | |
| FL-53Model=ResNet-110 (SD), Temperature Scaling=Pre T2022.10 | 0.209 | |
| L1 KDE-XEModel=Wide-ResNet-28-10, Temperature Scaling=Post T2022.10 | 0.212 | |
| MMCEModel=DenseNet-40, Temperature Scaling=Post T2022.10 | 0.218 | |
| MMCEModel=ResNet-110 (SD), Temperature Scaling=Pre T2022.10 | 0.235 | |
| MMCEModel=Wide-ResNet-28-10, Temperature Scaling=Post T2022.10 | 0.241 | |
| XEModel=DenseNet-40, Temperature Scaling=Pre T2022.10 | 0.244 | |
| FL-53Model=ResNet-110, Temperature Scaling=Post T2022.10 | 0.248 | |
| XEModel=DenseNet-40, Temperature Scaling=Post T2022.10 | 0.251 | |
| XEModel=Wide-ResNet-28-10, Temperature Scaling=Post T2022.10 | 0.259 | |
| FL-53Model=Wide-ResNet-28-10, Temperature Scaling=Pre T2022.10 | 0.27 | |
| L1 KDE-XEModel=ResNet-110, Temperature Scaling=Post T2022.10 | 0.289 | |
| MMCEModel=ResNet-110, Temperature Scaling=Post T2022.10 | 0.3 | |
| XEModel=ResNet-110, Temperature Scaling=Post T2022.10 | 0.304 | |
| L1 KDE-XEModel=ResNet-110, Temperature Scaling=Pre T2022.10 | 0.311 | |
| FL-53Model=ResNet-110, Temperature Scaling=Pre T2022.10 | 0.325 | |
| FL-53Model=Wide-ResNet-28-10, Temperature Scaling=Post T2022.10 | 0.328 | |
| XEModel=ResNet-110 (SD), Temperature Scaling=Pre T2022.10 | 0.329 | |
| XEModel=ResNet-110 (SD), Temperature Scaling=Post T2022.10 | 0.334 | |
| XEModel=ResNet-110, Temperature Scaling=Pre T2022.10 | 0.335 | |
| MMCEModel=ResNet-110, Temperature Scaling=Pre T2022.10 | 0.343 |