Image Classification on FMNIST (Dirichlet)
100RESLocal-KD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Local-KDModel=LeNet52026.05 | 100 | 64.62 | 1.0558 | 0.6823 | |
| FedMDModel=ResNet182026.05 | 97.27 | 100 | 7.2587 | 7.462 | |
| FedKD-NASModel=LeNet52026.05 | 92.57 | 98.36 | 4.7268 | 5.0227 | |
| Local-KDModel=ResNet182026.05 | 90.26 | 51.75 | 1.0357 | 0.5938 | |
| DittoModel=LeNet52026.05 | 85.96 | 27.82 | 1.0558 | 0.3417 | |
| FedDFModel=LeNet52026.05 | 83.65 | 83.27 | 1 | 0.9954 | |
| FedAvgModel=LeNet52026.05 | 83.53 | 82.09 | 1.0558 | 1.0377 | |
| FedMDModel=LeNet52026.05 | 81.88 | 93.53 | 4.7268 | 5.3992 | |
| DittoModel=ResNet182026.05 | 81.49 | 27.92 | 1.0357 | 0.3548 | |
| FedDistillModel=ResNet182026.05 | 81.18 | 98.52 | 7.2587 | 8.8094 | |
| FedDistillModel=LeNet52026.05 | 81.15 | 90.4 | 4.7268 | 5.2654 | |
| FedAvgModel=ResNet182026.05 | 81.11 | 91.66 | 1.0357 | 1.1703 | |
| FedDFModel=ResNet182026.05 | 80.56 | 80.53 | 1 | 0.9997 | |
| FedKD-NASModel=ResNet182026.05 | 80.55 | 88.57 | 7.2587 | 7.9815 |