WSI Classification on CAMELYON16 (CAM16)
95.8AccuracyFedHD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FedHDClient Identity=C2, Feature Extractor=UNI, MIL Architecture=TrMIL2026.05 | 95.8 | 91.8 | |
| FedWSIDDClient Identity=C2, Feature Extractor=UNI, MIL Architecture=TrMIL2026.05 | 93.2 | 86.8 | |
| HistoFSClient Identity=C2, Feature Extractor=UNI, MIL Architecture=TrMIL2026.05 | 91.3 | 81.6 | |
| FedHDClient Identity=Average2026.05 | 91.2 | 80.6 | |
| FedWSIDDClient Identity=Average2026.05 | 88.7 | 75.3 | |
| FedDGMClient Identity=C2, Feature Extractor=UNI, MIL Architecture=TrMIL2026.05 | 87.8 | 78 | |
| HistoFSClient Identity=Average2026.05 | 86.7 | 69.9 | |
| DESAClient Identity=C2, Feature Extractor=UNI, MIL Architecture=TrMIL2026.05 | 86.2 | 71.9 | |
| FedHDClient Identity=C1, Feature Extractor=R50, MIL Architecture=CLAM2026.05 | 85.1 | 65.1 | |
| FedWSIDDClient Identity=C1, Feature Extractor=R50, MIL Architecture=CLAM2026.05 | 83.7 | 63.5 | |
| FedDGMClient Identity=Average2026.05 | 83.4 | 65.2 | |
| HistoFSClient Identity=C1, Feature Extractor=R50, MIL Architecture=CLAM2026.05 | 82.4 | 58.4 | |
| DESAClient Identity=Average2026.05 | 81.9 | 60.5 | |
| FedHEClient Identity=C2, Feature Extractor=UNI, MIL Architecture=TrMIL2026.05 | 77.7 | 57.4 | |
| DESAClient Identity=C1, Feature Extractor=R50, MIL Architecture=CLAM2026.05 | 77 | 46.7 | |
| FedDGMClient Identity=C1, Feature Extractor=R50, MIL Architecture=CLAM2026.05 | 77 | 53 | |
| FedHEClient Identity=Average2026.05 | 75.2 | 53.3 | |
| FedHEClient Identity=C1, Feature Extractor=R50, MIL Architecture=CLAM2026.05 | 72.7 | 49.2 |