Image Classification on CIFAR-100 Pathological heterogeneous (K = 20, IR = 10) (test)
54.57AccuracyCAFedCL
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CAFedCLBackbone=ResNet-18, Normalization=Group Normalization, Local Training Epochs=5, Optimizer=SGD, Number of runs=52026.03 | 54.57 | 2.82 | |
| FedProtoBackbone=ResNet-18, Normalization=Group Normalization, Local Training Epochs=5, Optimizer=SGD, Number of runs=52026.03 | 52.14 | 5.9 | |
| FedTGPBackbone=ResNet-18, Normalization=Group Normalization, Local Training Epochs=5, Optimizer=SGD, Number of runs=52026.03 | 51.65 | 6.97 | |
| MOONBackbone=ResNet-18, Normalization=Group Normalization, Local Training Epochs=5, Optimizer=SGD, Number of runs=52026.03 | 48.7 | 6.95 | |
| FedRCLBackbone=ResNet-18, Normalization=Group Normalization, Local Training Epochs=5, Optimizer=SGD, Number of runs=52026.03 | 47.73 | 8.21 | |
| MP-FedCLBackbone=ResNet-18, Normalization=Group Normalization, Local Training Epochs=5, Optimizer=SGD, Number of runs=52026.03 | 47.27 | 5.98 | |
| FedLCBackbone=ResNet-18, Normalization=Group Normalization, Local Training Epochs=5, Optimizer=SGD, Number of runs=52026.03 | 46.34 | 6.61 | |
| FedProxBackbone=ResNet-18, Normalization=Group Normalization, Local Training Epochs=5, Optimizer=SGD, Number of runs=52026.03 | 30.6 | 5.49 | |
| FedAvgBackbone=ResNet-18, Normalization=Group Normalization, Local Training Epochs=5, Optimizer=SGD, Number of runs=52026.03 | 24.47 | 7.58 | |
| FedProcBackbone=ResNet-18, Normalization=Group Normalization, Local Training Epochs=5, Optimizer=SGD, Number of runs=52026.03 | 17.04 | 3.19 |