Classification on EyePACS
86.94Client 1 AccuracyFedAdapterProto
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FedAdapterProto2025.07 | 86.94 | 87.67 | 86.33 | 86.32 | 86.82 | |
| FedAdapterproximal constraint=true2025.07 | 86.71 | 87.88 | 87.84 | 87.88 | 87.58 | |
| FedAvg2025.07 | 78.82 | 66.59 | 65.08 | 67.57 | 69.52 | |
| FedNova2025.07 | 76.82 | 76.92 | 76.41 | 76.51 | 76.66 | |
| FedProx2025.07 | 75.11 | 72.74 | 72.55 | 72.55 | 73.35 | |
| FedPrototypical2025.07 | 70.26 | 74.52 | 74.9 | 76.43 | 74.03 | |
| FedAdapterproximal constraint=false2025.07 | 65.57 | 71.61 | 74.82 | 76.06 | 72.02 | |
| FedProto2025.07 | 59.21 | 60.69 | 61.63 | 61.45 | 60.75 |