Image Classification on EMNIST Pathological heterogeneous (K = 20, IR = 10) (test)
97AccuracyCAFedCL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CAFedCLBackbone=ResNet-18, Normalization=Group Normalization, Local Training Epochs=5, Optimizer=SGD, Number of runs=52026.03 | 97 | 2.25 | |
| FedProtoBackbone=ResNet-18, Normalization=Group Normalization, Local Training Epochs=5, Optimizer=SGD, Number of runs=52026.03 | 94.88 | 2.63 | |
| FedTGPBackbone=ResNet-18, Normalization=Group Normalization, Local Training Epochs=5, Optimizer=SGD, Number of runs=52026.03 | 94.59 | 4.03 | |
| MOONBackbone=ResNet-18, Normalization=Group Normalization, Local Training Epochs=5, Optimizer=SGD, Number of runs=52026.03 | 93.24 | 5.4 | |
| FedRCLBackbone=ResNet-18, Normalization=Group Normalization, Local Training Epochs=5, Optimizer=SGD, Number of runs=52026.03 | 91.25 | 5.01 | |
| FedLCBackbone=ResNet-18, Normalization=Group Normalization, Local Training Epochs=5, Optimizer=SGD, Number of runs=52026.03 | 90.85 | 7.8 | |
| MP-FedCLBackbone=ResNet-18, Normalization=Group Normalization, Local Training Epochs=5, Optimizer=SGD, Number of runs=52026.03 | 90.05 | 4.33 | |
| FedProxBackbone=ResNet-18, Normalization=Group Normalization, Local Training Epochs=5, Optimizer=SGD, Number of runs=52026.03 | 72.45 | 7.21 | |
| FedAvgBackbone=ResNet-18, Normalization=Group Normalization, Local Training Epochs=5, Optimizer=SGD, Number of runs=52026.03 | 72.38 | 14.96 | |
| FedProcBackbone=ResNet-18, Normalization=Group Normalization, Local Training Epochs=5, Optimizer=SGD, Number of runs=52026.03 | 63.2 | 3.71 |