Medical Image Segmentation on Polyp
75.25Dice (Client 1)MH-pFLGB
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MH-pFLGBModel setting=Heterogeneous (Unet++, FCN, Unet, ResUnet)2024.06 | 75.25 | 70.1 | 84.69 | 77.69 | 76.93 | |
| FedProxModel setting=Unified (Unet), Fine-tuned=true2024.06 | 74.41 | 57.01 | 74.38 | 64.02 | 67.46 | |
| Only Local TrainingModel setting=Heterogeneous (Unet++, FCN, Unet, ResUnet)2024.06 | 70.49 | 49.06 | 80.79 | 75.55 | 68.97 | |
| FedSMModel setting=Unified (Unet)2024.06 | 68.94 | 62.78 | 80.21 | 73.91 | 71.46 | |
| LC-FedModel setting=Unified (Unet)2024.06 | 62.33 | 49.82 | 82.17 | 76.54 | 67.72 | |
| APFLModel setting=Unified (Unet)2024.06 | 61.2 | 50.95 | 63.33 | 58.92 | 58.6 | |
| LG-FedAvgModel setting=Unified (Unet)2024.06 | 60.53 | 50.62 | 73.71 | 55.96 | 60.21 | |
| FedAvgModel setting=Unified (Unet), Fine-tuned=true2024.06 | 60.47 | 47.62 | 75.13 | 66.81 | 62.51 | |
| SCAFFOLDModel setting=Unified (Unet), Fine-tuned=true2024.06 | 59.37 | 43.12 | 82.31 | 72.08 | 64.22 | |
| FedRepModel setting=Unified (Unet)2024.06 | 58.09 | 31.06 | 70.88 | 70.23 | 57.57 | |
| DittoModel setting=Unified (Unet)2024.06 | 57.2 | 46.44 | 66.48 | 64.16 | 58.57 | |
| FedProxModel setting=Unified (Unet), Fine-tuned=false2024.06 | 55.29 | 46.74 | 54.03 | 63.01 | 54.77 | |
| FedAvgModel setting=Unified (Unet), Fine-tuned=false2024.06 | 52.49 | 42.05 | 56.76 | 55 | 51.58 | |
| SCAFFOLDModel setting=Unified (Unet), Fine-tuned=false2024.06 | 52.44 | 35.91 | 59.35 | 57.13 | 51.21 |