Survival Prediction on BRCA
0.745C-IndexPTCMIL
Evaluation Results
| Method | Links | |
|---|---|---|
| PTCMIL2025.07 | 0.745 | |
| PANTHER2025.07 | 0.729 | |
| ILRA2025.07 | 0.726 | |
| DSMIL2025.07 | 0.72 | |
| MurreNet w/ IC-DiTTrain Data=Real+Synth2026.03 | 0.7154 | |
| TransMIL2025.07 | 0.708 | |
| MurreNet w/ PathDiffTrain Data=Real+Synth2026.03 | 0.7073 | |
| MurreNetTrain Data=Real2026.03 | 0.7031 | |
| MambaMIL+Feature Extractor=CONCH2025.12 | 0.702 | |
| CLAM2025.07 | 0.698 | |
| DTFD-MIL2025.07 | 0.693 | |
| CMTA w/ IC-DiTTrain Data=Real+Synth2026.03 | 0.6912 | |
| CMTA w/ PathDiffTrain Data=Real+Synth2026.03 | 0.6785 | |
| MeanMILFeature Extractor=CONCH2025.12 | 0.674 | |
| HFBSurv w/ IC-DiTTrain Data=Real+Synth2026.03 | 0.6706 | |
| MambaMIL2025.07 | 0.668 | |
| CMTATrain Data=Real2026.03 | 0.6679 | |
| MurreNet w/ IC-DiTTrain Data=Synth2026.03 | 0.6618 | |
| DGR-MIL2025.07 | 0.658 | |
| SURVPATHModality=Multimodal, Magnification=20x2023.04 | 0.655 | |
| TransformerState=MAMMOTH2026.03 | 0.6523 | |
| MCATModality=Multimodal, Fusion Strategy=Early fusion, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.04 | 0.652 | |
| HFBSurv w/ PathDiffTrain Data=Real+Synth2026.03 | 0.6518 | |
| TransMILState=MAMMOTH2026.03 | 0.6502 | |
| HFBSurvTrain Data=Real2026.03 | 0.6473 | |
| MambaMIL+Feature Extractor=PLIP2025.12 | 0.647 | |
| Porpoise w/ IC-DiTTrain Data=Real+Synth2026.03 | 0.644 | |
| CLAMState=MAMMOTH2026.03 | 0.6436 | |
| CrossFusionScale=Multi Scale, Backbone=ResNet502025.03 | 0.643 | |
| MambaMIL+Feature Extractor=ResNet-502025.12 | 0.641 | |
| ABMILState=MAMMOTH2026.03 | 0.6398 | |
| ILRAState=MAMMOTH2026.03 | 0.6394 | |
| CMTA w/ IC-DiTTrain Data=Synth2026.03 | 0.6351 | |
| MeanState=MAMMOTH2026.03 | 0.6318 | |
| CrossFusion w/o CPScale=Multi Scale, Backbone=ResNet502025.03 | 0.631 | |
| Porpoise w/ PathDiffTrain Data=Real+Synth2026.03 | 0.6291 | |
| TransMIL (KP)Modality=Multimodal, Fusion Strategy=Kronecker product, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.04 | 0.629 | |
| CrossFusion w/o F&CScale=Multi Scale, Backbone=ResNet502025.03 | 0.629 | |
| MaxState=MAMMOTH2026.03 | 0.627 | |
| ProtoSurvScale=Single Scale, Backbone=ResNet502025.03 | 0.627 | |
| MurreNet w/ PathDiffTrain Data=Synth2026.03 | 0.6219 | |
| PorpoiseTrain Data=Real2026.03 | 0.6207 | |
| CLAMState=Base2026.03 | 0.6191 | |
| ABMIL (KP)Modality=Multimodal, Fusion Strategy=Kronecker product, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.04 | 0.615 | |
| MeanMILFeature Extractor=PLIP2025.12 | 0.613 | |
| MLPModality=Omics, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.04 | 0.611 | |
| CMTA w/ PathDiffTrain Data=Synth2026.03 | 0.6046 | |
| DSMILState=MAMMOTH2026.03 | 0.6043 | |
| HIPTScale=Multi Scale, Backbone=ResNet502025.03 | 0.603 | |
| HFBSurv w/ IC-DiTTrain Data=Synth2026.03 | 0.6003 | |
| MOTCatModality=Multimodal, Fusion Strategy=Early fusion, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.04 | 0.6 | |
| TransMIL (Cat)Modality=Multimodal, Fusion Strategy=Concatenation, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.04 | 0.598 | |
| PatchGCNScale=Single Scale, Backbone=ResNet502025.03 | 0.595 | |
| TransMILScale=Single Scale, Backbone=ResNet502025.03 | 0.594 | |
| DSMILState=Base2026.03 | 0.5931 | |
| AMILScale=Single Scale, Backbone=ResNet502025.03 | 0.59 | |
| SCMILScale=Single Scale, Backbone=ResNet502025.03 | 0.59 | |
| Porpoise w/ IC-DiTTrain Data=Synth2026.03 | 0.5891 | |
| MuSTMILScale=Multi Scale, Backbone=ResNet502025.03 | 0.589 | |
| CSMILScale=Multi Scale, Backbone=ResNet502025.03 | 0.589 | |
| TransMILState=Base2026.03 | 0.5886 | |
| MeanMILFeature Extractor=ResNet-502025.12 | 0.587 | |
| ABMILState=Base2026.03 | 0.5856 | |
| MeanState=Base2026.03 | 0.5827 | |
| ILRAState=Base2026.03 | 0.5726 | |
| HFBSurv w/ PathDiffTrain Data=Synth2026.03 | 0.5714 | |
| TransformerState=Base2026.03 | 0.569 | |
| MaxState=Base2026.03 | 0.5669 | |
| DSMILScale=Single Scale, Backbone=ResNet502025.03 | 0.564 | |
| ZoomMILScale=Multi Scale, Backbone=ResNet502025.03 | 0.563 | |
| Porpoise w/ PathDiffTrain Data=Synth2026.03 | 0.5581 | |
| DeepGraphSurvScale=Single Scale, Backbone=ResNet502025.03 | 0.558 | |
| ABMIL (Cat)Modality=Multimodal, Fusion Strategy=Concatenation, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.04 | 0.541 | |
| AMISL (KP)Modality=Multimodal, Fusion Strategy=Kronecker product, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.04 | 0.533 | |
| TransMILModality=WSI, Magnification=20x2023.04 | 0.53 | |
| SNNModality=Omics, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.04 | 0.528 | |
| S-MLPModality=Omics, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.04 | 0.512 | |
| AMISLModality=WSI, Magnification=20x2023.04 | 0.5 | |
| ABMILModality=WSI, Magnification=20x2023.04 | 0.493 | |
| AMISL (Cat)Modality=Multimodal, Fusion Strategy=Concatenation, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.04 | 0.462 |