Image Classification on EMNIST Dirichlet
100RESLocal-KD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Local-KDModel=LeNet52026.05 | 100 | 47.31 | 1.9095 | 0.9033 | |
| FedDistillModel=ResNet182026.05 | 96.97 | 84.68 | 1.0509 | 0.9178 | |
| FedKD-NASModel=LeNet52026.05 | 94.5 | 100 | 1 | 1.0582 | |
| Local-KDModel=ResNet182026.05 | 89.69 | 47.29 | 1.3121 | 0.6919 | |
| FedKD-NASModel=ResNet182026.05 | 87.57 | 94.42 | 1.0509 | 1.1332 | |
| FedMDModel=LeNet52026.05 | 86.68 | 84.08 | 1 | 0.97 | |
| DittoModel=LeNet52026.05 | 86.15 | 27.52 | 1.9095 | 0.61 | |
| FedDFModel=LeNet52026.05 | 85.95 | 56.92 | 1.2925 | 0.856 | |
| FedAvgModel=LeNet52026.05 | 85.83 | 76.23 | 1.9095 | 1.6958 | |
| FedDistillModel=LeNet52026.05 | 84.16 | 72.66 | 1 | 0.8634 | |
| FedMDModel=ResNet182026.05 | 81.2 | 95.37 | 1.0509 | 1.2343 | |
| FedDFModel=ResNet182026.05 | 80.51 | 91.4 | 1 | 1.1352 | |
| DittoModel=ResNet182026.05 | 80.48 | 29.61 | 1.3121 | 0.4827 | |
| FedAvgModel=ResNet182026.05 | 80.46 | 96.4 | 1.3121 | 1.5721 |