WSI Classification on CAMELYON16 (test)
93.02Avg AccHNM-WSI
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| HNM-WSI2024.10 | 93.02 | — | — | — | 0.9604 | |
| Its2CLR2024.10 | 90.7 | — | — | — | 0.9465 | |
| FedWSIDDsetup=Homogeneous model setup2025.06 | 90.1 | 94.2 | 84.5 | — | — | |
| FedMutsetup=Homogeneous model setup2025.06 | 88.6 | 93.6 | 82.4 | 0.004 | — | |
| TransMIL2021.06 | 88.37 | — | — | — | 0.9309 | |
| DSMIL2024.10 | 88.37 | — | — | — | 0.9095 | |
| FedDynsetup=Homogeneous model setup2025.06 | 88.3 | 92.3 | 84.3 | 0.002 | — | |
| CLAM-SB2021.06 | 87.6 | — | — | — | 0.8809 | |
| ABMIL2021.06 | 86.82 | — | — | — | 0.876 | |
| FedImprosetup=Homogeneous model setup2025.06 | 86.5 | 92.1 | 80.3 | 0.0008 | — | |
| FedWSIDDSetup=Heterogeneous local models2025.06 | 84.8 | 86 | 83.7 | — | — | |
| MOONsetup=Homogeneous model setup2025.06 | 84.6 | 91 | 78 | 0.0002 | — | |
| MIL-RNN2021.06 | 84.5 | — | — | — | 0.888 | |
| ABMIL2024.10 | 84.5 | — | — | — | 0.8653 | |
| FedHistosetup=Homogeneous model setup2025.06 | 83.8 | 92.8 | 74.8 | 0.0001 | — | |
| CLAM-MB2021.06 | 83.72 | — | — | — | 0.8679 | |
| Max-pooling2024.10 | 82.95 | — | — | — | 0.8641 | |
| PT-MTA2021.06 | 82.17 | — | — | — | 0.8454 | |
| Max-pooling2021.06 | 80.62 | — | — | — | 0.8569 | |
| DSMIL2021.06 | 79.85 | — | — | — | 0.8179 | |
| Localsetup=Homogeneous model setup2025.06 | 79.6 | 85.2 | 74 | 0 | — | |
| FedDGMSetup=Heterogeneous local models2025.06 | 77.6 | 82.5 | 73 | 0.006 | — | |
| SGPTSetup=Heterogeneous local models2025.06 | 76.2 | 80.6 | 71.1 | 0.003 | — | |
| FedD3Setup=Heterogeneous local models2025.06 | 76 | 80.9 | 70.9 | 0.002 | — | |
| DESASetup=Heterogeneous local models2025.06 | 75 | 80.8 | 67.6 | 0.002 | — | |
| FedDMSetup=Heterogeneous local models2025.06 | 71.4 | 78.3 | 64.4 | 0 | — | |
| FedHESetup=Heterogeneous local models2025.06 | 70.2 | 75.2 | 66.1 | 0 | — | |
| Mean-pooling2021.06 | 63.89 | — | — | — | 0.4647 |