8-class classification on BloodMNIST
99AccuracyLatMSF
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| LatMSFResolution=2242025.07 | 99 | 99.8 | — | — | |
| HamClsResolution=224x2242026.03 | 98.85 | 99.93 | — | — | |
| MedMamba-SResolution=224x2242026.03 | 98.4 | 99.9 | — | — | |
| MSFResolution=282025.07 | 97.9 | 99.4 | — | — | |
| ResNet-18Resolution=2242025.07 | 96.3 | 99.8 | — | — | |
| SymmFlowResolution=282025.07 | 96.3 | 99.1 | — | — | |
| AutoKerasResolution=282025.07 | 96.1 | 99.8 | — | — | |
| ResNet-18Resolution=282025.07 | 95.8 | 99.8 | — | — | |
| ResNet-50Resolution=282025.07 | 95.6 | 99.7 | — | — | |
| ResNet-50Resolution=224x2242026.03 | 95.6 | 99.7 | — | — | |
| MedViT-SResolution=2242025.07 | 95.1 | 99.7 | — | — | |
| ResNet-50Resolution=2242025.07 | 95 | 99.7 | — | — | |
| auto-sklearnResolution=282025.07 | 87.8 | 98.4 | — | — | |
| IsoFedLabeling=Semi supervised, L=2, U=2, gamma=0.82023.10 | 80.47 | 97.25 | 77.11 | 78.11 | |
| wFed-Avg (UB)Labeling=Fully supervised, L=4, U=0, gamma=0.82023.10 | 79.57 | 96.61 | 77.65 | 75.7 | |
| wFed-Avg (UB)Labeling=Fully supervised, L=4, U=0, gamma=0.52023.10 | 79.45 | 96.8 | 78.28 | 73.31 | |
| IsoFedLabeling=Semi supervised, L=3, U=1, gamma=0.82023.10 | 79.43 | 97.32 | 76.7 | 76.67 | |
| IsoFedLabeling=Semi supervised, L=1, U=3, gamma=0.82023.10 | 79.23 | 96.43 | 76.68 | 77 | |
| MT+wFed-AvgLabeling=Semi supervised, L=3, U=1, gamma=0.82023.10 | 77.32 | 96.7 | 74.16 | 73.79 | |
| RSCFedLabeling=Semi supervised, L=3, U=1, gamma=0.82023.10 | 76.94 | 95.54 | 75.11 | 71.18 | |
| IsoFedLabeling=Semi supervised, L=3, U=1, gamma=0.52023.10 | 76.1 | 95.88 | 77.13 | 72.29 | |
| RSCFedLabeling=Semi supervised, L=2, U=2, gamma=0.82023.10 | 75.97 | 95.3 | 73.58 | 72.77 | |
| MT+wFed-AvgLabeling=Semi supervised, L=2, U=2, gamma=0.82023.10 | 75.88 | 96.56 | 72.85 | 71.94 | |
| MT+wFed-AvgLabeling=Semi supervised, L=1, U=3, gamma=0.82023.10 | 75.24 | 95.13 | 72.43 | 70.37 | |
| RSCFedLabeling=Semi supervised, L=3, U=1, gamma=0.52023.10 | 75.18 | 94.99 | 76.55 | 68.96 | |
| RSCFedLabeling=Semi supervised, L=1, U=3, gamma=0.82023.10 | 71.88 | 93.96 | 70.47 | 67.75 | |
| MT+wFed-AvgLabeling=Semi supervised, L=3, U=1, gamma=0.52023.10 | 70.89 | 95.11 | 73.46 | 65.06 | |
| IsoFedLabeling=Semi supervised, L=2, U=2, gamma=0.52023.10 | 64.05 | 90.01 | 60.26 | 64.03 | |
| IsoFedLabeling=Semi supervised, L=1, U=3, gamma=0.52023.10 | 63.7 | 90.58 | 70.22 | 63.81 | |
| RSCFedLabeling=Semi supervised, L=2, U=2, gamma=0.52023.10 | 61.18 | 91.5 | 54.85 | 60.79 | |
| MT+wFed-AvgLabeling=Semi supervised, L=2, U=2, gamma=0.52023.10 | 58.29 | 88.35 | 57.85 | 60.46 | |
| MT+wFed-AvgLabeling=Semi supervised, L=1, U=3, gamma=0.52023.10 | 52.56 | 89.39 | 57.89 | 55.81 | |
| RSCFedLabeling=Semi supervised, L=1, U=3, gamma=0.52023.10 | 19.35 | 64.31 | 7.05 | 23.62 |