WSI Classification on CAMELYON17
87.2AccuracyFedHD
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FedHDClient Identity=C5, Feature Extractor=GPFM, MIL Architecture=CLAM2026.05 | 87.2 | 75.8 | |
| FedHDClient Identity=C4, Feature Extractor=PhV2, MIL Architecture=TrMIL2026.05 | 84.5 | 70.2 | |
| FedHDClient Identity=C3, Feature Extractor=R50, MIL Architecture=ACMIL2026.05 | 84 | 60.2 | |
| FedHDClient Identity=C1, Feature Extractor=UNI, MIL Architecture=CLAM2026.05 | 83.6 | 61.8 | |
| FedHDClient Identity=Average2026.05 | 82.7 | 62.3 | |
| HistoFSClient Identity=C5, Feature Extractor=GPFM, MIL Architecture=CLAM2026.05 | 82.4 | 65.6 | |
| FedWSIDDClient Identity=C5, Feature Extractor=GPFM, MIL Architecture=CLAM2026.05 | 82.4 | 65.9 | |
| HistoFSClient Identity=C4, Feature Extractor=PhV2, MIL Architecture=TrMIL2026.05 | 82.3 | 62.1 | |
| FedDGMClient Identity=C5, Feature Extractor=GPFM, MIL Architecture=CLAM2026.05 | 81.6 | 62.2 | |
| FedWSIDDClient Identity=C4, Feature Extractor=PhV2, MIL Architecture=TrMIL2026.05 | 80.7 | 63.3 | |
| DESAClient Identity=C5, Feature Extractor=GPFM, MIL Architecture=CLAM2026.05 | 80 | 61 | |
| FedDGMClient Identity=C4, Feature Extractor=PhV2, MIL Architecture=TrMIL2026.05 | 79.9 | 59.8 | |
| FedDGMClient Identity=C3, Feature Extractor=R50, MIL Architecture=ACMIL2026.05 | 79 | 50.8 | |
| HistoFSClient Identity=C3, Feature Extractor=R50, MIL Architecture=ACMIL2026.05 | 79 | 51.6 | |
| FedWSIDDClient Identity=C3, Feature Extractor=R50, MIL Architecture=ACMIL2026.05 | 79 | 51.1 | |
| DESAClient Identity=C4, Feature Extractor=PhV2, MIL Architecture=TrMIL2026.05 | 78.3 | 55.9 | |
| DESAClient Identity=C3, Feature Extractor=R50, MIL Architecture=ACMIL2026.05 | 78 | 48.4 | |
| FedHEClient Identity=C5, Feature Extractor=GPFM, MIL Architecture=CLAM2026.05 | 77.6 | 55.5 | |
| HistoFSClient Identity=Average2026.05 | 77.3 | 52.7 | |
| FedWSIDDClient Identity=C1, Feature Extractor=UNI, MIL Architecture=CLAM2026.05 | 77.3 | 47.4 | |
| FedWSIDDClient Identity=Average2026.05 | 77.2 | 52 | |
| FedHEClient Identity=C3, Feature Extractor=R50, MIL Architecture=ACMIL2026.05 | 77 | 45.3 | |
| FedDGMClient Identity=Average2026.05 | 76.1 | 50.5 | |
| HistoFSClient Identity=C1, Feature Extractor=UNI, MIL Architecture=CLAM2026.05 | 75.9 | 48.3 | |
| DESAClient Identity=Average2026.05 | 74.7 | 48.3 | |
| FedDGMClient Identity=C1, Feature Extractor=UNI, MIL Architecture=CLAM2026.05 | 74.3 | 45.3 | |
| FedHDClient Identity=C2, Feature Extractor=R50, MIL Architecture=TrMIL2026.05 | 74 | 43.4 | |
| FedHEClient Identity=C4, Feature Extractor=PhV2, MIL Architecture=TrMIL2026.05 | 73.7 | 45.2 | |
| FedHEClient Identity=Average2026.05 | 73.4 | 44 | |
| FedHEClient Identity=C1, Feature Extractor=UNI, MIL Architecture=CLAM2026.05 | 72.3 | 35.9 | |
| DESAClient Identity=C1, Feature Extractor=UNI, MIL Architecture=CLAM2026.05 | 72.3 | 41.1 | |
| HistoFSClient Identity=C2, Feature Extractor=R50, MIL Architecture=TrMIL2026.05 | 67.5 | 35.4 | |
| FedHEClient Identity=C2, Feature Extractor=R50, MIL Architecture=TrMIL2026.05 | 66.5 | 37.9 | |
| FedWSIDDClient Identity=C2, Feature Extractor=R50, MIL Architecture=TrMIL2026.05 | 66.5 | 32.4 | |
| FedDGMClient Identity=C2, Feature Extractor=R50, MIL Architecture=TrMIL2026.05 | 65.5 | 34.6 | |
| DESAClient Identity=C2, Feature Extractor=R50, MIL Architecture=TrMIL2026.05 | 65 | 35.3 |