Image Classification on MNIST (IID)
1RESLocal-KD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Local-KDModel=LeNet52026.05 | 1 | 0.3913 | 1.0558 | 0.4132 | |
| FedMDModel=ResNet182026.05 | 0.9514 | 0.7891 | 7.2587 | 6.0202 | |
| FedKD-NASModel=LeNet52026.05 | 0.9167 | 1 | 4.7268 | 5.1565 | |
| FedDFModel=LeNet52026.05 | 0.8529 | 0.0504 | 1 | 0.0591 | |
| DittoModel=LeNet52026.05 | 0.844 | 0.5766 | 1.0558 | 0.7213 | |
| FedAvgModel=LeNet52026.05 | 0.8315 | 0.5852 | 1.0558 | 0.7431 | |
| FedMDModel=LeNet52026.05 | 0.8212 | 0.5122 | 4.7268 | 2.9484 | |
| FedDistillModel=LeNet52026.05 | 0.8181 | 0.5086 | 4.7268 | 2.9385 | |
| Local-KDModel=ResNet182026.05 | 0.7992 | 0.0439 | 1.0357 | 0.0569 | |
| FedDistillModel=ResNet182026.05 | 0.7499 | 0.7989 | 7.2587 | 7.7328 | |
| DittoModel=ResNet182026.05 | 0.7175 | 0.8455 | 1.0357 | 1.2204 | |
| FedDFModel=ResNet182026.05 | 0.7117 | 0.5155 | 1 | 0.7244 | |
| FedKD-NASModel=ResNet182026.05 | 0.7095 | 0.9508 | 7.2587 | 9.7278 | |
| FedAvgModel=ResNet182026.05 | 0.7063 | 1 | 1.0357 | 1.4664 |