List your company
ResearchFormerly WizWand

Survival Prediction on BLCA

0.7255C-IndexMurreNet w/ IC-DiT
0.490980.5518650.612750.673635Apr 13, 2023Oct 7, 2023Apr 1, 2024Sep 25, 2024Mar 21, 2025Sep 14, 2025Mar 11, 2026
Updated 4mo ago

Evaluation results

MethodLinks
MurreNet w/ IC-DiTTrain Data=Real+Synth2026.030.7255
CMTA w/ IC-DiTTrain Data=Real+Synth2026.030.7143
MurreNet w/ PathDiffTrain Data=Real+Synth2026.030.7113
MurreNetTrain Data=Real2026.030.7052
CMTA w/ PathDiffTrain Data=Real+Synth2026.030.6988
CMTATrain Data=Real2026.030.691
Porpoise w/ IC-DiTTrain Data=Real+Synth2026.030.6694
HFBSurv w/ IC-DiTTrain Data=Real+Synth2026.030.6631
MurreNet w/ IC-DiTTrain Data=Synth2026.030.6529
Porpoise w/ PathDiffTrain Data=Real+Synth2026.030.6523
HFBSurv w/ PathDiffTrain Data=Real+Synth2026.030.6473
PorpoiseTrain Data=Real2026.030.6461
CMTA w/ IC-DiTTrain Data=Synth2026.030.6418
R2T-MILBackbone=PLIP2024.020.6398
HFBSurvTrain Data=Real2026.030.6398
MurreNet w/ PathDiffTrain Data=Synth2026.030.6351
MambaMIL+Feature Extractor=CONCH2025.120.632
TransMIL (Cat)Modality=Multimodal, Fusion Strategy=Concatenation, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.040.63
PTCMIL2025.070.63
CrossFusionScale=Multi Scale, Backbone=ResNet502025.030.63
MLPModality=Omics, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.040.627
CrossFusion w/o CPScale=Multi Scale, Backbone=ResNet502025.030.627
TransMIL (KP)Modality=Multimodal, Fusion Strategy=Kronecker product, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.040.625
SURVPATHModality=Multimodal, Magnification=20x2023.040.625
CMTA w/ PathDiffTrain Data=Synth2026.030.6215
MambaMIL+Feature Extractor=PLIP2025.120.617
MeanMILFeature Extractor=CONCH2025.120.617
TransMIL2025.070.616
CLAMBackbone=PLIP2024.020.6158
PANTHER2025.070.612
R2T-MILBackbone=ResNet-502024.020.6113
MHIM-MILBackbone=PLIP2024.020.6092
DTFD-MIL2025.070.609
DGR-MIL2025.070.608
MambaMIL2025.070.606
CLAM2025.070.603
ILRA2025.070.603
MambaMIL+Feature Extractor=ResNet-502025.120.601
HFBSurv w/ IC-DiTTrain Data=Synth2026.030.5992
MCATModality=Multimodal, Fusion Strategy=Early fusion, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.040.598
Porpoise w/ IC-DiTTrain Data=Synth2026.030.597
DTFD-MILBackbone=PLIP2024.020.5967
MOTCatModality=Multimodal, Fusion Strategy=Early fusion, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.040.596
MeanMILFeature Extractor=PLIP2025.120.596
S-MLPModality=Omics, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.040.595
AB-MILBackbone=PLIP2024.020.5918
DSMILBackbone=PLIP2024.020.5896
TransMILBackbone=ResNet-502024.020.589
DSMIL2025.070.586
IBMILBackbone=ResNet-502024.020.5841
SNNModality=Omics, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.040.584
MHIM-MILBackbone=ResNet-502024.020.5836
ProtoSurvScale=Single Scale, Backbone=ResNet502025.030.579
CLAMBackbone=ResNet-502024.020.5757
AB-MILBackbone=ResNet-502024.020.575
MuSTMILScale=Multi Scale, Backbone=ResNet502025.030.575
DSMILBackbone=ResNet-502024.020.5742
MeanMILFeature Extractor=ResNet-502025.120.574
TransMILScale=Single Scale, Backbone=ResNet502025.030.574
Porpoise w/ PathDiffTrain Data=Synth2026.030.5735
DeepGraphSurvScale=Single Scale, Backbone=ResNet502025.030.572
ZoomMILScale=Multi Scale, Backbone=ResNet502025.030.57
DTFD-MILBackbone=ResNet-502024.020.5698
ABMIL (KP)Modality=Multimodal, Fusion Strategy=Kronecker product, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.040.566
SCMILScale=Single Scale, Backbone=ResNet502025.030.566
HFBSurv w/ PathDiffTrain Data=Synth2026.030.5639
IBMILBackbone=PLIP2024.020.5632
PatchGCNScale=Single Scale, Backbone=ResNet502025.030.563
ABMIL (Cat)Modality=Multimodal, Fusion Strategy=Concatenation, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.040.562
TransMILBackbone=PLIP2024.020.562
CrossFusion w/o F&CScale=Multi Scale, Backbone=ResNet502025.030.562
AMILScale=Single Scale, Backbone=ResNet502025.030.559
AMISL (KP)Modality=Multimodal, Fusion Strategy=Kronecker product, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.040.554
HIPTScale=Multi Scale, Backbone=ResNet502025.030.554
DSMILScale=Single Scale, Backbone=ResNet502025.030.552
TransMILModality=WSI, Magnification=20x2023.040.551
CSMILScale=Multi Scale, Backbone=ResNet502025.030.542
ABMILModality=WSI, Magnification=20x2023.040.518
AMISL (Cat)Modality=Multimodal, Fusion Strategy=Concatenation, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.040.518
AMISLModality=WSI, Magnification=20x2023.040.5