Image Classification on TinyImageNet Long-tail NID10.5 (test)
37.72Accuracy (rho=10)FedHPro
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FedHProPrototype and Model Exchange=False, Quantity Skew configuration=NID10.52026.05 | 37.72 | 28.1 | 24.37 | |
| FedSAPrototype and Model Exchange=True, Quantity Skew configuration=NID10.52026.05 | 36.58 | 26.93 | 23.09 | |
| FedRCLPrototype and Model Exchange=False, Quantity Skew configuration=NID10.52026.05 | 36.1 | 26.54 | 22.91 | |
| FedGMKDPrototype and Model Exchange=False, Quantity Skew configuration=NID10.52026.05 | 35.74 | 26.39 | 23.25 | |
| FedTGPPrototype and Model Exchange=True, Quantity Skew configuration=NID10.52026.05 | 35.51 | 26.16 | 22.7 | |
| MOONPrototype and Model Exchange=False, Quantity Skew configuration=NID10.52026.05 | 35.29 | 25.78 | 22.13 | |
| FedProxPrototype and Model Exchange=False, Quantity Skew configuration=NID10.52026.05 | 34.93 | 25.18 | 21.65 | |
| FedAvgPrototype and Model Exchange=False, Quantity Skew configuration=NID10.52026.05 | 34.89 | 25.14 | 21.96 | |
| FedProtoPrototype and Model Exchange=True, Quantity Skew configuration=NID10.52026.05 | 34.4 | 25.23 | 21.19 |