Image Classification on SAT4 (Accuracy, AA, MFS)
95.16AccuracyGK-FedDKD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GK-FedDKDBackbone=Swin-T2026.03 | 95.16 | 95.02 | 94.5 | |
| GK-FedDKDBackbone=ResNet102026.03 | 94.26 | 94.32 | 93.48 | |
| MOONBackbone=ResNet102026.03 | 92.5 | 92.27 | 91.79 | |
| FedAUBackbone=ResNet102026.03 | 88.98 | 88.62 | 87.69 | |
| FedProtoBackbone=ResNet102026.03 | 88.52 | 89.43 | 87.52 | |
| FedProtoBackbone=Swin-T2026.03 | 82.46 | 83.75 | 81.3 | |
| FedASBackbone=ResNet102026.03 | 82 | 81.35 | 79.9 | |
| FedPerBackbone=ResNet102026.03 | 78.78 | 77.32 | 78.84 | |
| FedAUBackbone=Swin-T2026.03 | 77.86 | 79.23 | 77.31 | |
| FedASBackbone=Swin-T2026.03 | 72.66 | 73.17 | 71.54 | |
| FedPerBackbone=Swin-T2026.03 | 65.22 | 71.08 | 65.53 | |
| FedExPBackbone=Swin-T2026.03 | 56.56 | 58.96 | 52.06 | |
| FedProxBackbone=Swin-T2026.03 | 49.92 | 52.57 | 39.55 | |
| FedExPBackbone=ResNet102026.03 | 40.82 | 37.76 | 25.1 | |
| MOONBackbone=Swin-T2026.03 | 35.06 | 31.94 | 12.98 | |
| FedProxBackbone=ResNet102026.03 | 18.92 | 19.07 | 7.95 |