Classification on MvMidog (test)
82.32Accuracy (H)FedAlign
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FedAlignBackbone=ResNet50, Upload ratio (r)=0.12026.05 | 82.32 | 78.01 | 86.98 | 87.04 | 83.59 | |
| FedCCRLBackbone=ResNet50, Upload ratio (r)=0.12026.05 | 82.21 | 85.99 | 89.23 | 88.48 | 86.38 | |
| FedProxBackbone=ResNet50, Upload ratio (r)=0.12026.05 | 81.96 | 85.64 | 89.02 | 90.73 | 86.88 | |
| FedStainBackbone=ResNet18, Upload ratio (r)=0.12026.05 | 81.23 | 83.1 | 91.29 | 91.27 | 86.72 | |
| FedProxBackbone=ResNet18, Upload ratio (r)=0.12026.05 | 81.2 | 87.54 | 89.02 | 82.85 | 85.15 | |
| FedStainBackbone=ResNet50, Upload ratio (r)=0.12026.05 | 81.05 | 88.11 | 92.26 | 90.82 | 88.06 | |
| FedCCRLBackbone=ResNet18, Upload ratio (r)=0.12026.05 | 79.41 | 84 | 89.23 | 91.82 | 86.11 | |
| FedAlignBackbone=ResNet18, Upload ratio (r)=0.12026.05 | 78.65 | 77.95 | 87.29 | 88.61 | 83.13 | |
| FedAvgBackbone=ResNet50, Upload ratio (r)=0.12026.05 | 77.06 | 81.09 | 88.77 | 81.43 | 81.67 | |
| FedAvgBackbone=ResNet18, Upload ratio (r)=0.12026.05 | 76.15 | 72.11 | 88.77 | 90.14 | 81.79 | |
| StrapBackbone=ResNet18, Upload ratio (r)=0.12026.05 | 71.3 | 80 | 86.67 | 90 | 81.99 | |
| StrapBackbone=ResNet50, Upload ratio (r)=0.12026.05 | 66.67 | 73.33 | 73.65 | 83.67 | 74.33 |