Image Classification on EMNIST (IID) using RES, PQS, CES, UES metrics
100RESLocal-KD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Local-KDModel=LeNet52026.05 | 100 | 55.78 | 1.9095 | 1.065 | |
| FedKD-NASModel=ResNet182026.05 | 97.2 | 41.35 | 1.0509 | 0.4471 | |
| FedKD-NASModel=LeNet52026.05 | 90.4 | 98.36 | 1 | 1.0881 | |
| FedMDModel=ResNet182026.05 | 88.71 | 47.88 | 1.0509 | 0.5672 | |
| Local-KDModel=ResNet182026.05 | 88.11 | 60.05 | 1.3121 | 0.8942 | |
| FedDFModel=LeNet52026.05 | 82.8 | 20.8 | 1.2925 | 0.3247 | |
| DittoModel=LeNet52026.05 | 82.18 | 79.06 | 1.9095 | 1.837 | |
| FedAvgModel=LeNet52026.05 | 81.74 | 93.73 | 1.9095 | 2.1896 | |
| FedDistillModel=ResNet182026.05 | 81.21 | 17.62 | 1.0509 | 0.228 | |
| FedMDModel=LeNet52026.05 | 81.16 | 78.01 | 1 | 0.9612 | |
| FedDistillModel=LeNet52026.05 | 80.75 | 55.41 | 1 | 0.6862 | |
| FedDFModel=ResNet182026.05 | 78.37 | 48.02 | 1 | 0.6127 | |
| FedAvgModel=ResNet182026.05 | 76.38 | 100 | 1.3121 | 1.718 | |
| DittoModel=ResNet182026.05 | 76.17 | 68.08 | 1.3121 | 1.1728 |