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ResearchFormerly WizWand

Multi-cancer Classification on CPTAC Aggregate

50.2Avg F1 ScoreCOBRA†-GP
25.34431.79738.2544.703Nov 20, 2024
Updated 8mo ago

Evaluation results

MethodLinks
COBRA†-GPBackbone=GigaPath [44], Inference Mode=Equation (8)2024.1150.2
COBRA†-V2Backbone=Virchow 2 [47], Inference Mode=Equation (8)2024.1149.6
PRISMBackbone=PRISM [34]2024.1149.1
COBRA-V2Backbone=Virchow 2 [47], Inference Mode=Equation (6)2024.1148.6
COBRA-UNIBackbone=UNI [4], Inference Mode=Equation (6)2024.1147.8
COBRA†-UNIBackbone=UNI [4], Inference Mode=Equation (8)2024.1147
COBRA-H0Backbone=H-Optimus-0 [32], Inference Mode=Equation (6)2024.1146.2
COBRA-ENCSlide Encoder=True, Inference Mode=Equation (6)2024.1145.9
GigaPathBackbone=GigaPath [44]2024.1144.8
COBRA†-H0Backbone=H-Optimus-0 [32], Inference Mode=Equation (8)2024.1144.8
COBRA-CTPBackbone=CTransPath [41], Inference Mode=Equation (6)2024.1144.4
Virchow2Backbone=Virchow 2 [47]2024.1143.6
COBRA†-CTPBackbone=CTransPath [41], Inference Mode=Equation (8)2024.1143.1
Concatenated2024.1141.6
UNIBackbone=UNI [4]2024.1140.7
GigaPath-SEBackbone=GigaPath [44], Slide Encoder=True2024.1140.4
Ensemble Prediction2024.1139.1
CONCHBackbone=CONCH [24]2024.1138.9
H-OptimusBackbone=H-Optimus-0 [32]2024.1138.6
CHIEFBackbone=CHIEF [42]2024.1137.4
MADELEINEBackbone=MADELEINE [18]2024.1128.2
CTransPathBackbone=CTransPath [41]2024.1127
VirchowBackbone=Virchow [39]2024.1126.3