Binary Tumor Classification on Camelyon 17 (test)
0.972H1 AccuracyFedDG-GA
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| FedDG-GABackbone=DenseNet-1212024.03 | 0.972 | 0.907 | 0.91 | 0.923 | 0.905 | 0.923 | |
| FedAvg (Baseline)Backbone=DenseNet-1212024.03 | 0.97 | 0.918 | 0.899 | 0.942 | 0.81 | 0.908 | |
| gPerXANBackbone=DenseNet-1212024.03 | 0.965 | 0.922 | 0.951 | 0.947 | 0.919 | 0.941 | |
| COPABackbone=DenseNet-1212024.03 | 0.932 | 0.909 | 0.922 | 0.936 | 0.902 | 0.92 | |
| ELCFSBackbone=DenseNet-1212024.03 | 0.929 | 0.906 | 0.899 | 0.932 | 0.899 | 0.913 | |
| CCSTBackbone=DenseNet-1212024.03 | 0.915 | 0.902 | 0.873 | 0.946 | 0.916 | 0.91 | |
| FedAvg w/ MixStyleBackbone=DenseNet-121, Extension=MixStyle2024.03 | 0.911 | 0.855 | 0.862 | 0.933 | 0.879 | 0.888 | |
| FedAvg w/ RSCBackbone=DenseNet-121, Extension=RSC2024.03 | 0.906 | 0.906 | 0.883 | 0.945 | 0.933 | 0.915 |