Retinal optic disc segmentation on Multi-site Retinal Fundus Sites A-E (test)
91.8Dice Site AFeTTL
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| FeTTLTraining setting=Federated Learning2026.01 | 91.8 | 94.8 | 93.4 | 94.4 | 94.1 | 93.7 | — | |
| CentralizedTraining setting=Data pooling (Centralized)2026.01 | 90.9 | 92.5 | 89.9 | 92.7 | 94.3 | 92.1 | 0.023 | |
| FedAvgTraining setting=Federated Learning2026.01 | 89.4 | 82.6 | 87.6 | 81.6 | 83.9 | 85 | — | |
| FedDGTraining setting=Federated Learning2026.01 | 89 | 89.2 | 89 | 92 | 91.5 | 90.1 | 0.002 | |
| FedHarmonyTraining setting=Federated Learning2026.01 | 76.5 | 61.5 | 71.1 | 67.9 | 64.8 | 68.4 | — | |
| FedBNTraining setting=Federated Learning2026.01 | 73.3 | 79.9 | 83.7 | 77.9 | 80.9 | 79.1 | — | |
| FedProxTraining setting=Federated Learning2026.01 | 61.6 | 42.5 | 53 | 44.2 | 44 | 49.1 | — |