Image Classification on CIFAR100 NID10.5 Long-tail (test)
55.86Accuracy (rho=10)FedHPro
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FedHProPrototype and Model Exchange=False, Quantity Skew configuration=NID10.52026.05 | 55.86 | 47.67 | 37.52 | |
| FedSAPrototype and Model Exchange=True, Quantity Skew configuration=NID10.52026.05 | 54.77 | 46.5 | 36.14 | |
| FedGMKDPrototype and Model Exchange=False, Quantity Skew configuration=NID10.52026.05 | 54.49 | 46.25 | 35.85 | |
| FedRCLPrototype and Model Exchange=False, Quantity Skew configuration=NID10.52026.05 | 54.43 | 46.73 | 36.27 | |
| FedTGPPrototype and Model Exchange=True, Quantity Skew configuration=NID10.52026.05 | 54.17 | 46.04 | 35.59 | |
| MOONPrototype and Model Exchange=False, Quantity Skew configuration=NID10.52026.05 | 53.58 | 45.6 | 35.3 | |
| FedAvgPrototype and Model Exchange=False, Quantity Skew configuration=NID10.52026.05 | 53.23 | 45.06 | 34.59 | |
| FedProtoPrototype and Model Exchange=True, Quantity Skew configuration=NID10.52026.05 | 53.13 | 45.2 | 34.83 | |
| FedProxPrototype and Model Exchange=False, Quantity Skew configuration=NID10.52026.05 | 52.85 | 44.67 | 34.68 |