Medical Image Segmentation on PSFHS initial (test)
98.1AccuracySplitFed-CL
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SplitFed-CLLabel Reliability=All Accurate Labels2026.05 | 98.1 | 0.0418 | 96.3 | 86.3 | 92.9 | |
| SplitFed-CLLabel Reliability=Noisy Labels, Label Correction=true, Consistency Loss=true2026.05 | 97.88 | 0.0363 | 95.92 | 88.05 | 94.24 | |
| SplitFed-CLLabel Reliability=Noisy Labels, Label Correction=true, Consistency Loss=false2026.05 | 97.25 | 0.0399 | 95.56 | 86.6 | 93.3 | |
| SplitFed-CLLabel Reliability=Noisy Labels, Label Correction=false, Consistency Loss=true2026.05 | 97.15 | 0.0425 | 95.37 | 85.61 | 93.3 | |
| FedAVGLabel Reliability=All Accurate Labels2026.05 | 96.35 | 0.0426 | 96.05 | 87.01 | 91.96 | |
| QA-SplitFedLabel Reliability=Noisy Labels2026.05 | 95.78 | 0.0574 | 94.93 | 82.35 | 89.82 | |
| FedAVGLabel Reliability=Noisy Labels2026.05 | 94.3 | 0.0585 | 94.75 | 81.91 | 89.7 | |
| FedMixLabel Reliability=Noisy Labels2026.05 | 94.12 | 0.0844 | 94.3 | 69.12 | 89.84 | |
| FedNCL-V2Label Reliability=Noisy Labels2026.05 | 93.26 | 0.0793 | 94.56 | 70.65 | 90.55 | |
| ARFLLabel Reliability=Noisy Labels2026.05 | 93.12 | 0.0856 | 94.2 | 69.13 | 89.2 | |
| CELCLabel Reliability=Noisy Labels2026.05 | 91.27 | 0.162 | 87.01 | 54.88 | 75.47 | |
| DHLCLabel Reliability=Noisy Labels2026.05 | 91.11 | 0.165 | 86.25 | 55.7 | 73.39 |