Medical Image Segmentation on Histology nuclei
85.8ADRENA ScoreOurs
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| OursLoRA Rank=82026.06 | 85.8 | 77.1 | 85.55 | 82.79 | 78.01 | 79.49 | 81.06 | 81.4 | |
| FlexLoRALoRA Rank=162026.06 | 85.77 | 79.52 | 81.9 | 83.32 | 74.83 | 71.11 | 74.01 | 78.64 | |
| FlexLoRALoRA Rank=82026.06 | 85.71 | 77.3 | 82.88 | 84.13 | 74.35 | 70.73 | 72.36 | 78.21 | |
| OursLoRA Rank=162026.06 | 85.69 | 78.19 | 85.52 | 83.51 | 75.96 | 80.49 | 81.12 | 81.49 | |
| FedITLoRA Rank=82026.06 | 85.25 | 78.98 | 84.69 | 83.28 | 72.97 | 72.16 | 76.42 | 79.11 | |
| FedSALoRA Rank=82026.06 | 84.89 | 77.07 | 83.97 | 82.29 | 75.68 | 75.65 | 81.1 | 80.09 | |
| FedITLoRA Rank=162026.06 | 84.48 | 76.81 | 85.03 | 83.25 | 74.93 | 77.79 | 77.49 | 79.97 | |
| FRLoRALoRA Rank=162026.06 | 84.43 | 78.01 | 80.94 | 83.7 | 74.9 | 71.11 | 74.2 | 78.18 | |
| LoRA-FAIRLoRA Rank=162026.06 | 84.23 | 78.13 | 84.32 | 83.41 | 75.38 | 74.25 | 77.7 | 79.63 | |
| FedDPALoRA Rank=162026.06 | 84.17 | 77.64 | 83.53 | 82.47 | 75.63 | 76.95 | 81.75 | 80.31 | |
| LoRA-FAIRLoRA Rank=82026.06 | 84.13 | 75.64 | 82.73 | 83.1 | 72.5 | 65.7 | 75 | 76.97 | |
| FedSALoRA Rank=162026.06 | 84.13 | 78.2 | 83.39 | 81.66 | 75.62 | 78.42 | 82.86 | 80.61 | |
| FRLoRALoRA Rank=82026.06 | 83.87 | 76.74 | 81.39 | 83.16 | 72.74 | 70.48 | 71.35 | 77.11 | |
| FedDPALoRA Rank=82026.06 | 83.55 | 76.1 | 81.65 | 81.35 | 74.36 | 76.93 | 81.51 | 79.35 | |
| FLoRALoRA Rank=162026.06 | 83.06 | 72.76 | 79.03 | 81.3 | 63.68 | 59.62 | 68.29 | 72.53 | |
| FFA-LoRALoRA Rank=82026.06 | 82.21 | 69.99 | 77.76 | 80.3 | 65.4 | 3.59 | 0.74 | 54.29 | |
| FFA-LoRALoRA Rank=162026.06 | 81.96 | 69.41 | 77.23 | 80 | 63.8 | 3.03 | 0.87 | 53.76 | |
| FLoRALoRA Rank=82026.06 | 79.45 | 71.67 | 77.09 | 79.77 | 60.49 | 63.84 | 65.24 | 71.08 |