Survival Prediction on BLCA
0.7255C-IndexMurreNet w/ IC-DiT
Evaluation Results
| Method | Links | |
|---|---|---|
| MurreNet w/ IC-DiTTrain Data=Real+Synth2026.03 | 0.7255 | |
| CMTA w/ IC-DiTTrain Data=Real+Synth2026.03 | 0.7143 | |
| MurreNet w/ PathDiffTrain Data=Real+Synth2026.03 | 0.7113 | |
| MurreNetTrain Data=Real2026.03 | 0.7052 | |
| CMTA w/ PathDiffTrain Data=Real+Synth2026.03 | 0.6988 | |
| CMTATrain Data=Real2026.03 | 0.691 | |
| Porpoise w/ IC-DiTTrain Data=Real+Synth2026.03 | 0.6694 | |
| HFBSurv w/ IC-DiTTrain Data=Real+Synth2026.03 | 0.6631 | |
| MurreNet w/ IC-DiTTrain Data=Synth2026.03 | 0.6529 | |
| Porpoise w/ PathDiffTrain Data=Real+Synth2026.03 | 0.6523 | |
| HFBSurv w/ PathDiffTrain Data=Real+Synth2026.03 | 0.6473 | |
| PorpoiseTrain Data=Real2026.03 | 0.6461 | |
| CMTA w/ IC-DiTTrain Data=Synth2026.03 | 0.6418 | |
| R2T-MILBackbone=PLIP2024.02 | 0.6398 | |
| HFBSurvTrain Data=Real2026.03 | 0.6398 | |
| MurreNet w/ PathDiffTrain Data=Synth2026.03 | 0.6351 | |
| MambaMIL+Feature Extractor=CONCH2025.12 | 0.632 | |
| TransMIL (Cat)Modality=Multimodal, Fusion Strategy=Concatenation, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.04 | 0.63 | |
| PTCMIL2025.07 | 0.63 | |
| CrossFusionScale=Multi Scale, Backbone=ResNet502025.03 | 0.63 | |
| MLPModality=Omics, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.04 | 0.627 | |
| CrossFusion w/o CPScale=Multi Scale, Backbone=ResNet502025.03 | 0.627 | |
| TransMIL (KP)Modality=Multimodal, Fusion Strategy=Kronecker product, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.04 | 0.625 | |
| SURVPATHModality=Multimodal, Magnification=20x2023.04 | 0.625 | |
| CMTA w/ PathDiffTrain Data=Synth2026.03 | 0.6215 | |
| MambaMIL+Feature Extractor=PLIP2025.12 | 0.617 | |
| MeanMILFeature Extractor=CONCH2025.12 | 0.617 | |
| TransMIL2025.07 | 0.616 | |
| CLAMBackbone=PLIP2024.02 | 0.6158 | |
| PANTHER2025.07 | 0.612 | |
| R2T-MILBackbone=ResNet-502024.02 | 0.6113 | |
| MHIM-MILBackbone=PLIP2024.02 | 0.6092 | |
| DTFD-MIL2025.07 | 0.609 | |
| DGR-MIL2025.07 | 0.608 | |
| MambaMIL2025.07 | 0.606 | |
| CLAM2025.07 | 0.603 | |
| ILRA2025.07 | 0.603 | |
| MambaMIL+Feature Extractor=ResNet-502025.12 | 0.601 | |
| HFBSurv w/ IC-DiTTrain Data=Synth2026.03 | 0.5992 | |
| MCATModality=Multimodal, Fusion Strategy=Early fusion, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.04 | 0.598 | |
| Porpoise w/ IC-DiTTrain Data=Synth2026.03 | 0.597 | |
| DTFD-MILBackbone=PLIP2024.02 | 0.5967 | |
| MOTCatModality=Multimodal, Fusion Strategy=Early fusion, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.04 | 0.596 | |
| MeanMILFeature Extractor=PLIP2025.12 | 0.596 | |
| S-MLPModality=Omics, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.04 | 0.595 | |
| AB-MILBackbone=PLIP2024.02 | 0.5918 | |
| DSMILBackbone=PLIP2024.02 | 0.5896 | |
| TransMILBackbone=ResNet-502024.02 | 0.589 | |
| DSMIL2025.07 | 0.586 | |
| IBMILBackbone=ResNet-502024.02 | 0.5841 | |
| SNNModality=Omics, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.04 | 0.584 | |
| MHIM-MILBackbone=ResNet-502024.02 | 0.5836 | |
| ProtoSurvScale=Single Scale, Backbone=ResNet502025.03 | 0.579 | |
| CLAMBackbone=ResNet-502024.02 | 0.5757 | |
| AB-MILBackbone=ResNet-502024.02 | 0.575 | |
| MuSTMILScale=Multi Scale, Backbone=ResNet502025.03 | 0.575 | |
| DSMILBackbone=ResNet-502024.02 | 0.5742 | |
| MeanMILFeature Extractor=ResNet-502025.12 | 0.574 | |
| TransMILScale=Single Scale, Backbone=ResNet502025.03 | 0.574 | |
| Porpoise w/ PathDiffTrain Data=Synth2026.03 | 0.5735 | |
| DeepGraphSurvScale=Single Scale, Backbone=ResNet502025.03 | 0.572 | |
| ZoomMILScale=Multi Scale, Backbone=ResNet502025.03 | 0.57 | |
| DTFD-MILBackbone=ResNet-502024.02 | 0.5698 | |
| ABMIL (KP)Modality=Multimodal, Fusion Strategy=Kronecker product, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.04 | 0.566 | |
| SCMILScale=Single Scale, Backbone=ResNet502025.03 | 0.566 | |
| HFBSurv w/ PathDiffTrain Data=Synth2026.03 | 0.5639 | |
| IBMILBackbone=PLIP2024.02 | 0.5632 | |
| PatchGCNScale=Single Scale, Backbone=ResNet502025.03 | 0.563 | |
| ABMIL (Cat)Modality=Multimodal, Fusion Strategy=Concatenation, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.04 | 0.562 | |
| TransMILBackbone=PLIP2024.02 | 0.562 | |
| CrossFusion w/o F&CScale=Multi Scale, Backbone=ResNet502025.03 | 0.562 | |
| AMILScale=Single Scale, Backbone=ResNet502025.03 | 0.559 | |
| AMISL (KP)Modality=Multimodal, Fusion Strategy=Kronecker product, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.04 | 0.554 | |
| HIPTScale=Multi Scale, Backbone=ResNet502025.03 | 0.554 | |
| DSMILScale=Single Scale, Backbone=ResNet502025.03 | 0.552 | |
| TransMILModality=WSI, Magnification=20x2023.04 | 0.551 | |
| CSMILScale=Multi Scale, Backbone=ResNet502025.03 | 0.542 | |
| ABMILModality=WSI, Magnification=20x2023.04 | 0.518 | |
| AMISL (Cat)Modality=Multimodal, Fusion Strategy=Concatenation, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.04 | 0.518 | |
| AMISLModality=WSI, Magnification=20x2023.04 | 0.5 |