9-class Classification on PathMNIST
93.73AccuracyMAIL-RN18
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MAIL-RN18Base network=ResNet182026.02 | 93.73 | 99.95 | — | — | |
| MAIL-M2Base network=MobileNetV22026.02 | 93.25 | 99.84 | — | — | |
| DRIFA-Net2026.02 | 93.1 | 99.75 | — | — | |
| MFMSA2026.02 | 92.28 | 99.7 | — | — | |
| MTTU-Net2026.02 | 92.28 | 99.34 | — | — | |
| DDA-Net2026.02 | 92.25 | 99.84 | — | — | |
| MuMu2026.02 | 92.12 | 99.56 | — | — | |
| Gloria2026.02 | 91.94 | 99.78 | — | — | |
| HAMLET2026.02 | 91.85 | 99.29 | — | — | |
| NAT2026.02 | 91.8 | 99.78 | — | — | |
| M3Att2026.02 | 91.72 | 99.15 | — | — | |
| POTTER2026.02 | 91.45 | 99.5 | — | — | |
| wFed-Avg (UB)Labeling=Fully supervised, L=4, U=0, gamma=0.82023.10 | 70.45 | 94.92 | 72.13 | 69.84 | |
| IsoFedLabeling=Semi supervised, L=2, U=2, gamma=0.82023.10 | 70.32 | 94.74 | 65.96 | 64.86 | |
| wFed-Avg (UB)Labeling=Fully supervised, L=4, U=0, gamma=0.52023.10 | 68.97 | 94.93 | 68.05 | 67.58 | |
| MT+wFed-AvgLabeling=Semi supervised, L=2, U=2, gamma=0.82023.10 | 67.1 | 95.17 | 66.41 | 66.4 | |
| IsoFedLabeling=Semi supervised, L=1, U=3, gamma=0.82023.10 | 66.48 | 92.24 | 63.71 | 62.06 | |
| RSCFedLabeling=Semi supervised, L=1, U=3, gamma=0.82023.10 | 64.75 | 94.09 | 66.89 | 63.66 | |
| RSCFedLabeling=Semi supervised, L=2, U=2, gamma=0.82023.10 | 64.18 | 93.17 | 60.79 | 58.89 | |
| IsoFedLabeling=Semi supervised, L=1, U=3, gamma=0.52023.10 | 64.02 | 93.99 | 66.12 | 62.39 | |
| IsoFedLabeling=Semi supervised, L=2, U=2, gamma=0.52023.10 | 64 | 93.46 | 63.88 | 61.22 | |
| IsoFedLabeling=Semi supervised, L=3, U=1, gamma=0.82023.10 | 63.1 | 94.73 | 69.25 | 64.62 | |
| RSCFedLabeling=Semi supervised, L=3, U=1, gamma=0.82023.10 | 61.55 | 93.71 | 61 | 58.95 | |
| MT+wFed-AvgLabeling=Semi supervised, L=2, U=2, gamma=0.52023.10 | 61.28 | 91.26 | 61.5 | 57.56 | |
| MT+wFed-AvgLabeling=Semi supervised, L=3, U=1, gamma=0.82023.10 | 60.97 | 93.6 | 68.14 | 62 | |
| IsoFedLabeling=Semi supervised, L=3, U=1, gamma=0.52023.10 | 60.23 | 93.98 | 52.8 | 61.66 | |
| MT+wFed-AvgLabeling=Semi supervised, L=1, U=3, gamma=0.82023.10 | 59.57 | 90.66 | 63.14 | 58.93 | |
| RSCFedLabeling=Semi supervised, L=2, U=2, gamma=0.52023.10 | 58.83 | 90.35 | 58.88 | 55.02 | |
| RSCFedLabeling=Semi supervised, L=3, U=1, gamma=0.52023.10 | 58.33 | 93.59 | 60.68 | 58.73 | |
| MT+wFed-AvgLabeling=Semi supervised, L=3, U=1, gamma=0.52023.10 | 57.92 | 92.93 | 67.2 | 59.98 | |
| RSCFedLabeling=Semi supervised, L=1, U=3, gamma=0.52023.10 | 57.42 | 89.43 | 54.96 | 53.53 | |
| MT+wFed-AvgLabeling=Semi supervised, L=1, U=3, gamma=0.52023.10 | 56.31 | 89.92 | 60.42 | 53.92 |