Image Classification on MNIST (Shards)
1RESLocal-KD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Local-KDModel=LeNet52026.05 | 1 | 0.621 | 1.0558 | 0.6557 | |
| FedMDModel=ResNet182026.05 | 0.9727 | 0.9257 | 7.2587 | 6.9082 | |
| Local-KDModel=ResNet182026.05 | 0.9423 | 0.6461 | 1.0357 | 0.7101 | |
| FedKD-NASModel=LeNet52026.05 | 0.9396 | 1 | 4.7268 | 5.0307 | |
| FedDFModel=ResNet182026.05 | 0.8751 | 0.72 | 1 | 0.8228 | |
| FedKD-NASModel=ResNet182026.05 | 0.8733 | 1 | 7.2587 | 8.3114 | |
| DittoModel=LeNet52026.05 | 0.8676 | 0.0722 | 1.0558 | 0.0878 | |
| FedDFModel=LeNet52026.05 | 0.8622 | 0.528 | 1 | 0.6124 | |
| DittoModel=ResNet182026.05 | 0.8562 | 0.2175 | 1.0357 | 0.2631 | |
| FedAvgModel=LeNet52026.05 | 0.8543 | 0.6683 | 1.0558 | 0.8259 | |
| FedAvgModel=ResNet182026.05 | 0.8489 | 0.8933 | 1.0357 | 1.0898 | |
| FedMDModel=LeNet52026.05 | 0.8305 | 0.6923 | 4.7268 | 3.94 | |
| FedDistillModel=ResNet182026.05 | 0.8241 | 0.9517 | 7.2587 | 8.3831 | |
| FedDistillModel=LeNet52026.05 | 0.8164 | 0.7152 | 4.7268 | 4.1406 |