Image Classification on Camelyon17 (test)
96.9Hosp0 AccuracyFedStain
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| FedStainBackbone=ResNet502026.05 | 96.9 | 93.42 | 94.21 | 94.8 | 95.01 | 94.87 | |
| FedAlignBackbone=ResNet182026.05 | 96.44 | 93.91 | 94.05 | 94.79 | 70 | 89.84 | |
| FedAlignBackbone=ResNet502026.05 | 95.88 | 91.42 | 94.47 | 93.9 | 79.34 | 91 | |
| FedStainBackbone=ResNet182026.05 | 95.25 | 89.16 | 94.43 | 89.93 | 93.06 | 92.37 | |
| FedCCRLBackbone=ResNet502026.05 | 94.93 | 92.5 | 95.81 | 93.27 | 69.47 | 89.2 | |
| FedCCRLBackbone=ResNet182026.05 | 94.89 | 92.26 | 93.61 | 95.82 | 73.55 | 90.56 | |
| FedProxBackbone=ResNet502026.05 | 90.67 | 83.04 | 86.86 | 87.55 | 89.81 | 87.59 | |
| StrapBackbone=ResNet502026.05 | 89.61 | 87.78 | 91.89 | 91.56 | 90 | 90.17 | |
| StrapBackbone=ResNet182026.05 | 87.78 | 84.53 | 90.86 | 90.53 | 88.54 | 88.49 | |
| FedAvgBackbone=ResNet182026.05 | 87.37 | 70.07 | 66.44 | 59.52 | 84.64 | 73.61 | |
| FedProxBackbone=ResNet182026.05 | 86.29 | 83.79 | 63.9 | 57.01 | 72.07 | 72.61 | |
| FedAvgBackbone=ResNet502026.05 | 78.96 | 80.2 | 56.73 | 56.1 | 64.06 | 67.21 |