Fundus Segmentation on Fundus (test)
88.14Client 1 ScoreFedCLAM
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| FedCLAM2025.06 | 88.14 | 90.3 | 91.66 | 85.17 | 88.82 | 2.83 | — | — | |
| FedCEAggregation=Summation2023.03 | 87.22 | 87.36 | 87.93 | 89.66 | 82.92 | 14.03 | 54.42 | 90.92 | |
| FedCI2023.03 | 87.02 | 86.93 | 87.35 | 88.53 | 80.17 | 19.24 | 40.99 | 90.22 | |
| FedCEAggregation=Multiplication2023.03 | 86.73 | 87.45 | 87.51 | 89.26 | 83.08 | 12.7 | 57.3 | 90.25 | |
| Standalone2023.03 | 86.69 | 85.51 | 86.21 | 89.91 | 86.51 | 3.95 | 79.77 | 90.98 | |
| q-FedAvg2023.03 | 86.24 | 86.97 | 87.37 | 89.13 | 80.85 | 17.8 | 44.68 | 90.72 | |
| FedDyn2025.06 | 85.78 | 90.28 | 90.87 | 83.05 | 87.49 | 3.73 | — | — | |
| CFFL2023.03 | 85.72 | 86.29 | 86.96 | 88.62 | 79.81 | 19.02 | 41.12 | 90.16 | |
| FedEvi2025.06 | 85.48 | 91.07 | 92.2 | 82.97 | 87.93 | 4.42 | — | — | |
| FedProx2025.06 | 84.24 | 91.62 | 92.21 | 82.71 | 87.69 | 4.91 | — | — | |
| CGSV2023.03 | 83.46 | 85.57 | 85.47 | 88.48 | 77.96 | 21.8 | 33.79 | 91.01 | |
| FedAvgM2025.06 | 81.58 | 90.52 | 90.55 | 80.81 | 85.86 | 5.4 | — | — | |
| FedSAM2025.06 | 81.44 | 91.42 | 90.69 | 80.64 | 86.05 | 5.8 | — | — | |
| FedAvg2023.03 | 81.34 | 85.21 | 83.28 | 88.16 | 78.27 | 18.66 | 40.81 | 90.79 | |
| HarmoFL2025.06 | 80.55 | 91.52 | 91.13 | 80.82 | 86 | 6.14 | — | — | |
| FedFA2025.06 | 79.56 | 91.77 | 91.69 | 82.1 | 86.28 | 6.37 | — | — | |
| FedAvg2025.06 | 74.53 | 90.83 | 90.8 | 82.71 | 84.72 | 7.79 | — | — |