Image Classification on FMNIST (IID) with RES, PQS, CES, UES metrics
100RESLocal-KD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Local-KDModel=LeNet52026.05 | 100 | 43.41 | 1.0558 | 0.4583 | |
| FedDistillModel=ResNet182026.05 | 96.61 | 72.56 | 7.2587 | 5.4518 | |
| FedKD-NASModel=LeNet52026.05 | 92.06 | 97.96 | 4.7268 | 5.0295 | |
| FedDFModel=LeNet52026.05 | 84.87 | 22.89 | 1 | 0.2697 | |
| DittoModel=LeNet52026.05 | 84.61 | 72.44 | 1.0558 | 0.9039 | |
| FedMDModel=ResNet182026.05 | 83.22 | 94.99 | 7.2587 | 8.2856 | |
| FedAvgModel=LeNet52026.05 | 83.13 | 82.08 | 1.0558 | 1.0426 | |
| FedDistillModel=LeNet52026.05 | 81.54 | 46.58 | 4.7268 | 2.7003 | |
| FedMDModel=LeNet52026.05 | 81.06 | 71.95 | 4.7268 | 4.1956 | |
| Local-KDModel=ResNet182026.05 | 80.42 | 36.55 | 1.0357 | 0.4707 | |
| FedKD-NASModel=ResNet182026.05 | 79.52 | 59.31 | 7.2587 | 5.4142 | |
| FedDFModel=ResNet182026.05 | 72.77 | 21.24 | 1 | 0.2919 | |
| DittoModel=ResNet182026.05 | 71.35 | 90.12 | 1.0357 | 1.3081 | |
| FedAvgModel=ResNet182026.05 | 69.03 | 99.56 | 1.0357 | 1.4937 |