Image Classification on MNIST Dirichlet
100RESLocal-KD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Local-KDModel=LeNet52026.05 | 100 | 59.13 | 1.0558 | 0.6243 | |
| FedDistillModel=ResNet182026.05 | 96.31 | 90.29 | 7.2587 | 6.8047 | |
| FedKD-NASModel=LeNet52026.05 | 93.21 | 100 | 4.7268 | 5.0712 | |
| Local-KDModel=ResNet182026.05 | 88.12 | 44.34 | 1.0357 | 0.5212 | |
| DittoModel=LeNet52026.05 | 86.48 | 7.97 | 1.0558 | 0.0973 | |
| FedDFModel=LeNet52026.05 | 86.18 | 49.91 | 1 | 0.5792 | |
| FedAvgModel=LeNet52026.05 | 85.87 | 65.77 | 1.0558 | 0.8087 | |
| FedMDModel=ResNet182026.05 | 83.64 | 87.77 | 7.2587 | 7.6169 | |
| FedMDModel=LeNet52026.05 | 83.24 | 66.01 | 4.7268 | 3.7482 | |
| FedDistillModel=LeNet52026.05 | 82.91 | 67.87 | 4.7268 | 3.8692 | |
| FedDFModel=ResNet182026.05 | 80.91 | 66.33 | 1 | 0.8198 | |
| FedKD-NASModel=ResNet182026.05 | 80.87 | 100 | 7.2587 | 8.9755 | |
| DittoModel=ResNet182026.05 | 78.89 | 23.77 | 1.0357 | 0.312 | |
| FedAvgModel=ResNet182026.05 | 78.51 | 91.03 | 1.0357 | 1.2008 |