Polyp Segmentation on Polyp Segmentation (test)
80.51Client 1 ScoreCentralized
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Centralized2024.06 | 80.51 | 69.1 | 86.2 | 77.65 | 78.37 | 79.77 | 6.17 | |
| FC-PFLFE2024.06 | 79.62 | 71.82 | 87.29 | 76.53 | 78.82 | 79.65 | 5.63 | |
| PFLFE2024.06 | 78.95 | 74.47 | 87.99 | 77.05 | 79.62 | 80.21 | 5.09 | |
| Client1 LocalTraining Scope=Local2024.06 | 76.33 | 17.75 | 33.98 | 31.19 | 39.81 | 38.61 | 21.96 | |
| FedProxfine-tuning=true2024.06 | 74.41 | 57.01 | 74.38 | 64.02 | 67.46 | 68.09 | 7.37 | |
| FedSM2024.06 | 68.94 | 62.78 | 80.21 | 73.91 | 71.46 | 73.81 | 6.41 | |
| LC-Fed2024.06 | 62.33 | 49.82 | 82.17 | 76.54 | 67.72 | 73.25 | 12.61 | |
| APFL2024.06 | 61.2 | 50.95 | 63.33 | 58.92 | 58.6 | 59.84 | 4.68 | |
| LG-FedAvg2024.06 | 60.53 | 50.62 | 73.71 | 55.96 | 60.21 | 61.24 | 8.55 | |
| FedAvgfine-tuning=true2024.06 | 60.47 | 47.62 | 75.13 | 66.81 | 62.51 | 66.32 | 10.05 | |
| SCAFFOLDfine-tuning=true2024.06 | 59.37 | 43.12 | 82.31 | 72.08 | 64.22 | 70.14 | 14.64 | |
| FedRep2024.06 | 58.09 | 31.06 | 70.88 | 70.23 | 57.57 | 64.79 | 16.13 | |
| Ditto2024.06 | 57.2 | 46.44 | 66.48 | 64.16 | 58.57 | 62.01 | 7.79 | |
| FedProxfine-tuning=false2024.06 | 55.29 | 46.74 | 54.03 | 63.01 | 54.77 | 57.7 | 5.77 | |
| FedAvgfine-tuning=false2024.06 | 52.49 | 42.05 | 56.76 | 55 | 51.58 | 53.9 | 5.7 | |
| SCAFFOLDfine-tuning=false2024.06 | 52.44 | 35.91 | 59.35 | 57.13 | 51.21 | 55.04 | 9.18 | |
| Client4 LocalTraining Scope=Local2024.06 | 34.77 | 30.12 | 50.53 | 73.57 | 47.25 | 56.49 | 16.98 | |
| Client3 LocalTraining Scope=Local2024.06 | 25.13 | 12.12 | 82.34 | 42.08 | 40.42 | 47.71 | 26.43 | |
| Client2 LocalTraining Scope=Local2024.06 | 21.77 | 53.32 | 25.5 | 37.44 | 34.51 | 32.8 | 12.31 |