WSI Classification on TCGA-IDH
88.4AccuracyFedHD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FedHDClient Identity=C8, Feature Extractor=PhV2, MIL Architecture=CLAM2026.05 | 88.4 | 46.8 | |
| FedHDClient Identity=C3, Feature Extractor=R50, MIL Architecture=TrMIL2026.05 | 86.7 | 56.4 | |
| FedHDClient Identity=C2, Feature Extractor=GPFM, MIL Architecture=TrMIL2026.05 | 85.4 | 73.7 | |
| FedWSIDDClient Identity=C8, Feature Extractor=PhV2, MIL Architecture=CLAM2026.05 | 85.3 | 34.5 | |
| FedHDClient Identity=Average2026.05 | 84.8 | 57 | |
| HistoFSClient Identity=C7, Feature Extractor=R50, MIL Architecture=TrMIL2026.05 | 84.7 | 53.2 | |
| FedHDClient Identity=C7, Feature Extractor=R50, MIL Architecture=TrMIL2026.05 | 84.7 | 59.7 | |
| HistoFSClient Identity=C4, Feature Extractor=UNI, MIL Architecture=ACMIL2026.05 | 83.1 | 54.8 | |
| FedHDClient Identity=C4, Feature Extractor=UNI, MIL Architecture=ACMIL2026.05 | 83.1 | 53.6 | |
| FedHDClient Identity=C6, Feature Extractor=GPFM, MIL Architecture=CLAM2026.05 | 82.9 | 48.9 | |
| DESAClient Identity=C3, Feature Extractor=R50, MIL Architecture=TrMIL2026.05 | 82.2 | 50 | |
| FedDGMClient Identity=C3, Feature Extractor=R50, MIL Architecture=TrMIL2026.05 | 82.2 | 50 | |
| FedWSIDDClient Identity=C3, Feature Extractor=R50, MIL Architecture=TrMIL2026.05 | 82.2 | 53.2 | |
| FedDGMClient Identity=C4, Feature Extractor=UNI, MIL Architecture=ACMIL2026.05 | 82.1 | 50.2 | |
| HistoFSClient Identity=C8, Feature Extractor=PhV2, MIL Architecture=CLAM2026.05 | 82.1 | 29.1 | |
| FedWSIDDClient Identity=C2, Feature Extractor=GPFM, MIL Architecture=TrMIL2026.05 | 81.3 | 67 | |
| FedHDClient Identity=C1, Feature Extractor=R50, MIL Architecture=CLAM2026.05 | 81.3 | 54.2 | |
| DESAClient Identity=C4, Feature Extractor=UNI, MIL Architecture=ACMIL2026.05 | 81 | 49 | |
| HistoFSClient Identity=Average2026.05 | 80.9 | 47.4 | |
| FedHDClient Identity=C5, Feature Extractor=PhV2, MIL Architecture=TrMIL2026.05 | 80.9 | 62.2 | |
| FedWSIDDClient Identity=Average2026.05 | 80.5 | 47 | |
| FedHEClient Identity=C3, Feature Extractor=R50, MIL Architecture=TrMIL2026.05 | 80 | 20 | |
| FedHEClient Identity=C8, Feature Extractor=PhV2, MIL Architecture=CLAM2026.05 | 80 | 26 | |
| HistoFSClient Identity=C1, Feature Extractor=R50, MIL Architecture=CLAM2026.05 | 80 | 51.7 | |
| HistoFSClient Identity=C3, Feature Extractor=R50, MIL Architecture=TrMIL2026.05 | 80 | 50 | |
| FedWSIDDClient Identity=C6, Feature Extractor=GPFM, MIL Architecture=CLAM2026.05 | 80 | 33.8 | |
| FedWSIDDClient Identity=C7, Feature Extractor=R50, MIL Architecture=TrMIL2026.05 | 80 | 40 | |
| FedWSIDDClient Identity=C1, Feature Extractor=R50, MIL Architecture=CLAM2026.05 | 79.5 | 50.8 | |
| FedDGMClient Identity=Average2026.05 | 79.2 | 44.9 | |
| DESAClient Identity=C1, Feature Extractor=R50, MIL Architecture=CLAM2026.05 | 79 | 50.3 | |
| FedDGMClient Identity=C1, Feature Extractor=R50, MIL Architecture=CLAM2026.05 | 79 | 50.3 | |
| FedWSIDDClient Identity=C4, Feature Extractor=UNI, MIL Architecture=ACMIL2026.05 | 79 | 42.9 | |
| DESAClient Identity=Average2026.05 | 78.9 | 44.9 | |
| HistoFSClient Identity=C2, Feature Extractor=GPFM, MIL Architecture=TrMIL2026.05 | 78.7 | 64.1 | |
| FedHEClient Identity=C4, Feature Extractor=UNI, MIL Architecture=ACMIL2026.05 | 77.9 | 37.3 | |
| DESAClient Identity=C8, Feature Extractor=PhV2, MIL Architecture=CLAM2026.05 | 77.9 | 23.9 | |
| FedDGMClient Identity=C8, Feature Extractor=PhV2, MIL Architecture=CLAM2026.05 | 77.9 | 23.9 | |
| FedHEClient Identity=C7, Feature Extractor=R50, MIL Architecture=TrMIL2026.05 | 77.8 | 40 | |
| DESAClient Identity=C7, Feature Extractor=R50, MIL Architecture=TrMIL2026.05 | 77.8 | 50 | |
| FedDGMClient Identity=C7, Feature Extractor=R50, MIL Architecture=TrMIL2026.05 | 77.8 | 50 | |
| DESAClient Identity=C2, Feature Extractor=GPFM, MIL Architecture=TrMIL2026.05 | 77.3 | 55.1 | |
| FedDGMClient Identity=C2, Feature Extractor=GPFM, MIL Architecture=TrMIL2026.05 | 77.3 | 55.1 | |
| FedHEClient Identity=Average2026.05 | 76.9 | 35.5 | |
| FedWSIDDClient Identity=C5, Feature Extractor=PhV2, MIL Architecture=TrMIL2026.05 | 76.5 | 53.4 | |
| FedHEClient Identity=C1, Feature Extractor=R50, MIL Architecture=CLAM2026.05 | 76.4 | 41.1 | |
| HistoFSClient Identity=C6, Feature Extractor=GPFM, MIL Architecture=CLAM2026.05 | 76.4 | 29.4 | |
| FedHEClient Identity=C2, Feature Extractor=GPFM, MIL Architecture=TrMIL2026.05 | 76 | 48 | |
| DESAClient Identity=C6, Feature Extractor=GPFM, MIL Architecture=CLAM2026.05 | 74.5 | 27.6 | |
| FedDGMClient Identity=C6, Feature Extractor=GPFM, MIL Architecture=CLAM2026.05 | 74.5 | 27.6 | |
| HistoFSClient Identity=C5, Feature Extractor=PhV2, MIL Architecture=TrMIL2026.05 | 73 | 46.9 | |
| FedHEClient Identity=C6, Feature Extractor=GPFM, MIL Architecture=CLAM2026.05 | 72 | 26 | |
| FedHEClient Identity=C5, Feature Extractor=PhV2, MIL Architecture=TrMIL2026.05 | 71.3 | 45.4 | |
| DESAClient Identity=C5, Feature Extractor=PhV2, MIL Architecture=TrMIL2026.05 | 68.7 | 43.2 | |
| FedDGMClient Identity=C5, Feature Extractor=PhV2, MIL Architecture=TrMIL2026.05 | 68.7 | 43.2 |