Image Classification on FMNIST (Shards)
100RESLocal-KD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Local-KDModel=LeNet52026.05 | 100 | 65.06 | 1.0558 | 0.687 | |
| FedMDModel=ResNet182026.05 | 95.79 | 97.17 | 7.2587 | 7.3637 | |
| FedKD-NASModel=LeNet52026.05 | 91.54 | 99.85 | 4.7268 | 5.1557 | |
| FedDFModel=LeNet52026.05 | 86.41 | 87.42 | 1 | 1.0116 | |
| FedAvgModel=LeNet52026.05 | 86.04 | 76.6 | 1.0558 | 0.94 | |
| DittoModel=LeNet52026.05 | 85.56 | 23.22 | 1.0558 | 0.2866 | |
| FedMDModel=LeNet52026.05 | 84.06 | 89.7 | 4.7268 | 5.0438 | |
| FedDistillModel=LeNet52026.05 | 84.02 | 96.83 | 4.7268 | 5.4477 | |
| FedDistillModel=ResNet182026.05 | 80.67 | 100 | 7.2587 | 8.9977 | |
| Local-KDModel=ResNet182026.05 | 76.49 | 69.7 | 1.0357 | 0.9437 | |
| FedDFModel=ResNet182026.05 | 70.98 | 87.16 | 1 | 1.228 | |
| FedKD-NASModel=ResNet182026.05 | 70.37 | 92.55 | 7.2587 | 9.5467 | |
| FedAvgModel=ResNet182026.05 | 70.1 | 80.4 | 1.0357 | 1.1879 | |
| DittoModel=ResNet182026.05 | 68.66 | 24.43 | 1.0357 | 0.3685 |