Medical Image Classification on FedISIC
69.57Average AccuracyFedFew
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FedFewSetting=Personalized Methods (Multiple Server Models)2026.03 | 69.57 | 55.4 | 95.35 | |
| DittoSetting=Personalized Methods (Single Model per Client)2026.03 | 69.51 | 52.2 | 96.66 | |
| FedMTLSetting=Centralized Methods (Single Global Model)2026.03 | 69.2 | 54.19 | 96.46 | |
| APFLSetting=Personalized Methods (Single Model per Client)2026.03 | 67.83 | 52.92 | 95.45 | |
| FedAMPSetting=Personalized Methods (Single Model per Client)2026.03 | 67.41 | 45.84 | 96.76 | |
| FedProxSetting=Centralized Methods (Single Global Model)2026.03 | 65.46 | 42.93 | 96.06 | |
| Local-onlySetting=Local-only Baseline2026.03 | 65.37 | 41.08 | 94.54 | |
| FedAvgSetting=Centralized Methods (Single Global Model)2026.03 | 64.71 | 48.5 | 95.15 | |
| FedRepSetting=Personalized Methods (Single Model per Client)2026.03 | 64.38 | 47.96 | 94.54 | |
| IFCASetting=Personalized Methods (Multiple Server Models)2026.03 | 53.61 | 23.23 | 85.74 |