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ResearchFormerly WizWand

WSI Classification on CAMELYON17

87.2AccuracyFedHD
64.11270.10676.182.094May 1, 2026
Updated 6mo ago

Evaluation results

MethodLinks
FedHDClient Identity=C5, Feature Extractor=GPFM, MIL Architecture=CLAM2026.0587.275.8
FedHDClient Identity=C4, Feature Extractor=PhV2, MIL Architecture=TrMIL2026.0584.570.2
FedHDClient Identity=C3, Feature Extractor=R50, MIL Architecture=ACMIL2026.058460.2
FedHDClient Identity=C1, Feature Extractor=UNI, MIL Architecture=CLAM2026.0583.661.8
FedHDClient Identity=Average2026.0582.762.3
HistoFSClient Identity=C5, Feature Extractor=GPFM, MIL Architecture=CLAM2026.0582.465.6
FedWSIDDClient Identity=C5, Feature Extractor=GPFM, MIL Architecture=CLAM2026.0582.465.9
HistoFSClient Identity=C4, Feature Extractor=PhV2, MIL Architecture=TrMIL2026.0582.362.1
FedDGMClient Identity=C5, Feature Extractor=GPFM, MIL Architecture=CLAM2026.0581.662.2
FedWSIDDClient Identity=C4, Feature Extractor=PhV2, MIL Architecture=TrMIL2026.0580.763.3
DESAClient Identity=C5, Feature Extractor=GPFM, MIL Architecture=CLAM2026.058061
FedDGMClient Identity=C4, Feature Extractor=PhV2, MIL Architecture=TrMIL2026.0579.959.8
FedDGMClient Identity=C3, Feature Extractor=R50, MIL Architecture=ACMIL2026.057950.8
HistoFSClient Identity=C3, Feature Extractor=R50, MIL Architecture=ACMIL2026.057951.6
FedWSIDDClient Identity=C3, Feature Extractor=R50, MIL Architecture=ACMIL2026.057951.1
DESAClient Identity=C4, Feature Extractor=PhV2, MIL Architecture=TrMIL2026.0578.355.9
DESAClient Identity=C3, Feature Extractor=R50, MIL Architecture=ACMIL2026.057848.4
FedHEClient Identity=C5, Feature Extractor=GPFM, MIL Architecture=CLAM2026.0577.655.5
HistoFSClient Identity=Average2026.0577.352.7
FedWSIDDClient Identity=C1, Feature Extractor=UNI, MIL Architecture=CLAM2026.0577.347.4
FedWSIDDClient Identity=Average2026.0577.252
FedHEClient Identity=C3, Feature Extractor=R50, MIL Architecture=ACMIL2026.057745.3
FedDGMClient Identity=Average2026.0576.150.5
HistoFSClient Identity=C1, Feature Extractor=UNI, MIL Architecture=CLAM2026.0575.948.3
DESAClient Identity=Average2026.0574.748.3
FedDGMClient Identity=C1, Feature Extractor=UNI, MIL Architecture=CLAM2026.0574.345.3
FedHDClient Identity=C2, Feature Extractor=R50, MIL Architecture=TrMIL2026.057443.4
FedHEClient Identity=C4, Feature Extractor=PhV2, MIL Architecture=TrMIL2026.0573.745.2
FedHEClient Identity=Average2026.0573.444
FedHEClient Identity=C1, Feature Extractor=UNI, MIL Architecture=CLAM2026.0572.335.9
DESAClient Identity=C1, Feature Extractor=UNI, MIL Architecture=CLAM2026.0572.341.1
HistoFSClient Identity=C2, Feature Extractor=R50, MIL Architecture=TrMIL2026.0567.535.4
FedHEClient Identity=C2, Feature Extractor=R50, MIL Architecture=TrMIL2026.0566.537.9
FedWSIDDClient Identity=C2, Feature Extractor=R50, MIL Architecture=TrMIL2026.0566.532.4
FedDGMClient Identity=C2, Feature Extractor=R50, MIL Architecture=TrMIL2026.0565.534.6
DESAClient Identity=C2, Feature Extractor=R50, MIL Architecture=TrMIL2026.056535.3