Image Classification on SAT6 (Accuracy, AA, MFS)
96.75AccuracyGK-FedDKD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GK-FedDKDBackbone=ResNet102026.03 | 96.75 | 96.11 | 91.68 | |
| GK-FedDKDBackbone=Swin-T2026.03 | 94.85 | 93.46 | 89.02 | |
| FedASBackbone=ResNet102026.03 | 92.9 | 91.3 | 77.07 | |
| FedAUBackbone=Swin-T2026.03 | 92.4 | 89.97 | 79.13 | |
| FedAUBackbone=ResNet102026.03 | 90.3 | 87.46 | 81.95 | |
| FedProtoBackbone=ResNet102026.03 | 90 | 90.27 | 81.47 | |
| FedExPBackbone=Swin-T2026.03 | 88.75 | 86.52 | 73.01 | |
| FedProtoBackbone=Swin-T2026.03 | 87.4 | 86.78 | 74.95 | |
| MOONBackbone=ResNet102026.03 | 87.25 | 86.1 | 81.57 | |
| FedPerBackbone=ResNet102026.03 | 86.2 | 85.56 | 73.99 | |
| FedPerBackbone=Swin-T2026.03 | 79.15 | 76.96 | 64.2 | |
| FedASBackbone=Swin-T2026.03 | 74.15 | 73.12 | 56.18 | |
| MOONBackbone=Swin-T2026.03 | 73.35 | 70.84 | 53.1 | |
| FedProxBackbone=Swin-T2026.03 | 40.75 | 32.47 | 20.67 | |
| FedExPBackbone=ResNet102026.03 | 15.6 | 16.78 | 12.89 | |
| FedProxBackbone=ResNet102026.03 | 14.7 | 19.12 | 4.28 |