Image Classification on EMNIST (Shards)
1RESLocal-KD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Local-KDModel=LeNet52026.05 | 1 | 0.7432 | 1.9095 | 1.4191 | |
| FedDistillModel=ResNet182026.05 | 0.9645 | 0.9207 | 1.0509 | 1.0032 | |
| FedKD-NASModel=LeNet52026.05 | 0.9239 | 1 | 1 | 1.0823 | |
| FedMDModel=ResNet182026.05 | 0.865 | 0.9802 | 1.0509 | 1.1908 | |
| FedDFModel=LeNet52026.05 | 0.864 | 0.7934 | 1.2925 | 1.1869 | |
| FedAvgModel=LeNet52026.05 | 0.8459 | 0.9148 | 1.9095 | 2.0649 | |
| DittoModel=LeNet52026.05 | 0.8375 | 0.2934 | 1.9095 | 0.6689 | |
| FedMDModel=LeNet52026.05 | 0.8305 | 0.9302 | 1 | 1.1201 | |
| FedDistillModel=LeNet52026.05 | 0.8261 | 0.8706 | 1 | 1.0539 | |
| Local-KDModel=ResNet182026.05 | 0.6319 | 0.7897 | 1.3121 | 1.6397 | |
| FedDFModel=ResNet182026.05 | 0.5928 | 0.9956 | 1 | 1.6793 | |
| DittoModel=ResNet182026.05 | 0.5846 | 0.2946 | 1.3121 | 0.6611 | |
| FedAvgModel=ResNet182026.05 | 0.5784 | 0.9531 | 1.3121 | 2.1622 | |
| FedKD-NASModel=ResNet182026.05 | 0.5781 | 0.9293 | 1.0509 | 1.6891 |