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ResearchFormerly WizWand

Survival Prediction on BRCA

0.745C-IndexPTCMIL
0.450680.527090.60350.67991Apr 13, 2023Oct 9, 2023Apr 5, 2024Oct 1, 2024Mar 29, 2025Sep 24, 2025Mar 23, 2026
Updated 4mo ago

Evaluation results

MethodLinks
PTCMIL2025.070.745
PANTHER2025.070.729
ILRA2025.070.726
DSMIL2025.070.72
MurreNet w/ IC-DiTTrain Data=Real+Synth2026.030.7154
TransMIL2025.070.708
MurreNet w/ PathDiffTrain Data=Real+Synth2026.030.7073
MurreNetTrain Data=Real2026.030.7031
MambaMIL+Feature Extractor=CONCH2025.120.702
CLAM2025.070.698
DTFD-MIL2025.070.693
CMTA w/ IC-DiTTrain Data=Real+Synth2026.030.6912
CMTA w/ PathDiffTrain Data=Real+Synth2026.030.6785
MeanMILFeature Extractor=CONCH2025.120.674
HFBSurv w/ IC-DiTTrain Data=Real+Synth2026.030.6706
MambaMIL2025.070.668
CMTATrain Data=Real2026.030.6679
MurreNet w/ IC-DiTTrain Data=Synth2026.030.6618
DGR-MIL2025.070.658
SURVPATHModality=Multimodal, Magnification=20x2023.040.655
TransformerState=MAMMOTH2026.030.6523
MCATModality=Multimodal, Fusion Strategy=Early fusion, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.040.652
HFBSurv w/ PathDiffTrain Data=Real+Synth2026.030.6518
TransMILState=MAMMOTH2026.030.6502
HFBSurvTrain Data=Real2026.030.6473
MambaMIL+Feature Extractor=PLIP2025.120.647
Porpoise w/ IC-DiTTrain Data=Real+Synth2026.030.644
CLAMState=MAMMOTH2026.030.6436
CrossFusionScale=Multi Scale, Backbone=ResNet502025.030.643
MambaMIL+Feature Extractor=ResNet-502025.120.641
ABMILState=MAMMOTH2026.030.6398
ILRAState=MAMMOTH2026.030.6394
CMTA w/ IC-DiTTrain Data=Synth2026.030.6351
MeanState=MAMMOTH2026.030.6318
CrossFusion w/o CPScale=Multi Scale, Backbone=ResNet502025.030.631
Porpoise w/ PathDiffTrain Data=Real+Synth2026.030.6291
TransMIL (KP)Modality=Multimodal, Fusion Strategy=Kronecker product, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.040.629
CrossFusion w/o F&CScale=Multi Scale, Backbone=ResNet502025.030.629
MaxState=MAMMOTH2026.030.627
ProtoSurvScale=Single Scale, Backbone=ResNet502025.030.627
MurreNet w/ PathDiffTrain Data=Synth2026.030.6219
PorpoiseTrain Data=Real2026.030.6207
CLAMState=Base2026.030.6191
ABMIL (KP)Modality=Multimodal, Fusion Strategy=Kronecker product, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.040.615
MeanMILFeature Extractor=PLIP2025.120.613
MLPModality=Omics, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.040.611
CMTA w/ PathDiffTrain Data=Synth2026.030.6046
DSMILState=MAMMOTH2026.030.6043
HIPTScale=Multi Scale, Backbone=ResNet502025.030.603
HFBSurv w/ IC-DiTTrain Data=Synth2026.030.6003
MOTCatModality=Multimodal, Fusion Strategy=Early fusion, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.040.6
TransMIL (Cat)Modality=Multimodal, Fusion Strategy=Concatenation, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.040.598
PatchGCNScale=Single Scale, Backbone=ResNet502025.030.595
TransMILScale=Single Scale, Backbone=ResNet502025.030.594
DSMILState=Base2026.030.5931
AMILScale=Single Scale, Backbone=ResNet502025.030.59
SCMILScale=Single Scale, Backbone=ResNet502025.030.59
Porpoise w/ IC-DiTTrain Data=Synth2026.030.5891
MuSTMILScale=Multi Scale, Backbone=ResNet502025.030.589
CSMILScale=Multi Scale, Backbone=ResNet502025.030.589
TransMILState=Base2026.030.5886
MeanMILFeature Extractor=ResNet-502025.120.587
ABMILState=Base2026.030.5856
MeanState=Base2026.030.5827
ILRAState=Base2026.030.5726
HFBSurv w/ PathDiffTrain Data=Synth2026.030.5714
TransformerState=Base2026.030.569
MaxState=Base2026.030.5669
DSMILScale=Single Scale, Backbone=ResNet502025.030.564
ZoomMILScale=Multi Scale, Backbone=ResNet502025.030.563
Porpoise w/ PathDiffTrain Data=Synth2026.030.5581
DeepGraphSurvScale=Single Scale, Backbone=ResNet502025.030.558
ABMIL (Cat)Modality=Multimodal, Fusion Strategy=Concatenation, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.040.541
AMISL (KP)Modality=Multimodal, Fusion Strategy=Kronecker product, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.040.533
TransMILModality=WSI, Magnification=20x2023.040.53
SNNModality=Omics, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.040.528
S-MLPModality=Omics, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.040.512
AMISLModality=WSI, Magnification=20x2023.040.5
ABMILModality=WSI, Magnification=20x2023.040.493
AMISL (Cat)Modality=Multimodal, Fusion Strategy=Concatenation, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.040.462