Prostate Segmentation on Prostate high data similarity (test)
90.18Dice (Client 1)Centralized
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| CentralizedTraining Strategy=Centralized2022.03 | 90.18 | 85.83 | 87.02 | 88.44 | 88 | 84.74 | 87.37 | 86.51 | |
| FedProxTraining Strategy=Federated Learning2022.03 | 89.48 | 85.11 | 87.22 | 88.03 | 86.68 | 85.13 | 86.94 | 86.21 | |
| FedSMTraining Strategy=Federated Learning2022.03 | 89.46 | 85.96 | 87.86 | 88.98 | 88.17 | 85.35 | 87.63 | 86.92 | |
| FedSM-extraTraining Strategy=Federated Learning, Note=Extra training rounds2022.03 | 88.86 | 85.84 | 87.66 | 88.8 | 87.6 | 85.42 | 87.36 | 86.73 | |
| FedAvgTraining Strategy=Federated Learning2022.03 | 87.75 | 85.75 | 87 | 88.02 | 87.17 | 85.32 | 86.84 | 86.38 | |
| Client 1 LocalTraining Strategy=Local, Training Client=Client 12022.03 | 85.82 | 38.86 | 44.76 | 28.49 | 38.3 | 46.97 | 47.2 | 43.36 | |
| Client 6 LocalTraining Strategy=Local, Training Client=Client 62022.03 | 85.55 | 79.65 | 82.6 | 72.06 | 64.78 | 84.66 | 78.22 | 78.09 | |
| ScaffoldTraining Strategy=Federated Learning2022.03 | 85 | 84.4 | 85.7 | 84.23 | 84.31 | 84.12 | 84.63 | 84.46 | |
| Client 5 LocalTraining Strategy=Local, Training Client=Client 52022.03 | 81.98 | 77.51 | 84.69 | 80.29 | 80.38 | 79.28 | 80.69 | 80.16 | |
| Client 2 LocalTraining Strategy=Local, Training Client=Client 22022.03 | 71.66 | 76.69 | 83.17 | 73.41 | 61.56 | 77.54 | 74.01 | 74.03 | |
| Client 3 LocalTraining Strategy=Local, Training Client=Client 32022.03 | 64.7 | 85.41 | 85.49 | 67.35 | 65.91 | 75.19 | 74.01 | 74.96 | |
| Client 4 LocalTraining Strategy=Local, Training Client=Client 42022.03 | 45.15 | 65.66 | 67 | 85.18 | 45.58 | 62.67 | 61.87 | 61.48 |