Medical Image Segmentation on Fundus Photography Images (REFUGE Metrics)
89.67REFUGE ScoreFedIT
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FedITLoRA Rank=162026.06 | 89.67 | 85.8 | 80 | 41.52 | 74.25 | |
| OursLoRA Rank=162026.06 | 89.61 | 86.48 | 80.3 | 86.43 | 85.7 | |
| FlexLoRALoRA Rank=162026.06 | 89.48 | 86.19 | 78.35 | 71.87 | 81.47 | |
| FRLoRALoRA Rank=162026.06 | 89.42 | 84.75 | 78.78 | 59.77 | 78.18 | |
| FedSALoRA Rank=162026.06 | 89.39 | 86.04 | 79.36 | 83.91 | 84.68 | |
| FlexLoRALoRA Rank=82026.06 | 89.38 | 85.4 | 77.53 | 65.72 | 79.51 | |
| FFA-LoRALoRA Rank=162026.06 | 89.34 | 80.95 | 72.46 | 26.82 | 67.39 | |
| FFA-LoRALoRA Rank=82026.06 | 89.27 | 81.12 | 72.6 | 29.07 | 68.02 | |
| LoRA-FAIRLoRA Rank=82026.06 | 89.24 | 84.78 | 77.86 | 70.78 | 80.67 | |
| OursLoRA Rank=82026.06 | 89 | 85.47 | 78.15 | 85.43 | 84.52 | |
| FRLoRALoRA Rank=82026.06 | 88.9 | 84.69 | 77.21 | 60.55 | 77.83 | |
| FedITLoRA Rank=82026.06 | 88.85 | 84.6 | 78.15 | 57.74 | 77.33 | |
| FedDPALoRA Rank=162026.06 | 88.76 | 84.61 | 73.65 | 77.42 | 81.11 | |
| LoRA-FAIRLoRA Rank=162026.06 | 88.73 | 86.51 | 75.46 | 64.78 | 78.87 | |
| FedSALoRA Rank=82026.06 | 88.69 | 83.67 | 79.15 | 80.64 | 83.04 | |
| FedDPALoRA Rank=82026.06 | 88.08 | 84.7 | 72.75 | 78.28 | 80.95 | |
| FLoRALoRA Rank=162026.06 | 83.44 | 83.37 | 71.99 | 74.84 | 78.41 | |
| FLoRALoRA Rank=82026.06 | 79.89 | 80.98 | 69.5 | 71.71 | 75.52 |