Prostate Segmentation on Prostate MRI 6 Institutions (test)
84.49Client 1 ScoreFC-PFLFE
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| FC-PFLFEtraining_paradigm=Personalized FL2024.06 | 84.49 | 82.79 | 81.77 | 80.68 | 86.17 | 58.48 | 79.06 | 80.55 | 9.38 | |
| PFLFEtraining_paradigm=Personalized FL2024.06 | 83 | 86.04 | 84.88 | 76.35 | 87.66 | 69.4 | 81.22 | 81.45 | 6.39 | |
| Centralized Trainingtraining_paradigm=Centralized2024.06 | 81.57 | 83.69 | 86.78 | 83.24 | 84.69 | 76.01 | 82.66 | 82.66 | 3.36 | |
| Client1 Localtraining_paradigm=Local2024.06 | 80.62 | 7.07 | 76.8 | 0.48 | 5.2 | 2.08 | 28.71 | 21.15 | 35.44 | |
| FedProx+FTtraining_paradigm=Single model, fine-tuning=true2024.06 | 77.45 | 73.92 | 83.21 | 51.22 | 78.23 | 70.91 | 72.49 | 69.67 | 10.24 | |
| Dittotraining_paradigm=Personalized FL2024.06 | 76.77 | 78.31 | 83.85 | 69.33 | 83.95 | 36.93 | 71.52 | 73.38 | 16.24 | |
| FedSMtraining_paradigm=Personalized FL2024.06 | 76.43 | 81.13 | 75.03 | 71.55 | 78.59 | 60.29 | 73.84 | 74.69 | 6.74 | |
| FedAvg+FTtraining_paradigm=Single model, fine-tuning=true2024.06 | 73.73 | 71.74 | 82.74 | 57.03 | 85.69 | 67.84 | 73.13 | 71.42 | 9.48 | |
| LG-FedAvgtraining_paradigm=Personalized FL2024.06 | 73.57 | 72.52 | 75.58 | 71.3 | 80.41 | 34.31 | 67.95 | 70.53 | 15.32 | |
| Fedreptraining_paradigm=Personalized FL2024.06 | 73.2 | 75.17 | 79.15 | 70.5 | 76.59 | 73.79 | 74.73 | 73.84 | 2.72 | |
| APFLtraining_paradigm=Personalized FL2024.06 | 72.33 | 80.02 | 71.43 | 53.42 | 79.76 | 53.14 | 68.35 | 68.5 | 11.15 | |
| LC-Fedtraining_paradigm=Personalized FL2024.06 | 71.24 | 82.59 | 82.31 | 77.52 | 80.11 | 51.24 | 74.17 | 75.92 | 10.94 | |
| SCAFFOLD+FTtraining_paradigm=Single model, fine-tuning=true2024.06 | 68.41 | 66.07 | 81.22 | 64.23 | 80.12 | 65.33 | 70.9 | 69.8 | 7.03 | |
| SCAFFOLDtraining_paradigm=Single model2024.06 | 59.02 | 53.12 | 79.69 | 28.88 | 75.95 | 63.49 | 60.03 | 55.48 | 16.69 | |
| FedAvgtraining_paradigm=Single model2024.06 | 54.37 | 58.81 | 79.42 | 14.12 | 77.15 | 63.64 | 57.92 | 52.44 | 21.59 | |
| FedProxtraining_paradigm=Single model2024.06 | 52.61 | 44.67 | 75.21 | 17.43 | 76.4 | 52.19 | 53.09 | 48.54 | 19.9 | |
| Client3 Localtraining_paradigm=Local2024.06 | 33.42 | 8.9 | 80.45 | 2.43 | 37.69 | 12.28 | 29.2 | 23.24 | 26.24 | |
| Client6 Localtraining_paradigm=Local2024.06 | 28.53 | 37.01 | 17.64 | 6.93 | 46.84 | 53.61 | 31.76 | 29.73 | 16.12 | |
| Client2 Localtraining_paradigm=Local2024.06 | 25.85 | 78.02 | 48.63 | 9.28 | 44.98 | 48.1 | 42.48 | 40.33 | 21.28 | |
| Client4 Localtraining_paradigm=Local2024.06 | 17.6 | 19.33 | 31.15 | 66.73 | 34.48 | 25.14 | 32.41 | 35.89 | 16.47 | |
| Client5 Localtraining_paradigm=Local2024.06 | 10.62 | 50.92 | 31.18 | 48.08 | 84.88 | 44.83 | 45.09 | 48.98 | 22.39 |