Survival Prediction on LUAD
0.7251C-indexMurreNet w/ IC-DiT
Evaluation results
| Method | Links | |
|---|---|---|
| MurreNet w/ IC-DiTTrain Data=Real+Synth2026.03 | 0.7251 | |
| CMTA w/ IC-DiTTrain Data=Real+Synth2026.03 | 0.7097 | |
| MurreNet w/ PathDiffTrain Data=Real+Synth2026.03 | 0.7004 | |
| CMTA w/ PathDiffTrain Data=Real+Synth2026.03 | 0.6927 | |
| CMTATrain Data=Real2026.03 | 0.6864 | |
| MurreNetTrain Data=Real2026.03 | 0.6847 | |
| HFBSurv w/ IC-DiTTrain Data=Real+Synth2026.03 | 0.6734 | |
| R2T-MILBackbone=ResNet-502024.02 | 0.6719 | |
| Porpoise w/ IC-DiTTrain Data=Real+Synth2026.03 | 0.6636 | |
| R2T-MILBackbone=PLIP2024.02 | 0.6594 | |
| HFBSurv w/ PathDiffTrain Data=Real+Synth2026.03 | 0.6589 | |
| MambaMIL+Feature Extractor=CONCH2025.12 | 0.654 | |
| Porpoise w/ PathDiffTrain Data=Real+Synth2026.03 | 0.6524 | |
| HFBSurvTrain Data=Real2026.03 | 0.6501 | |
| MurreNet w/ IC-DiTTrain Data=Synth2026.03 | 0.6449 | |
| MambaMIL+Feature Extractor=PLIP2025.12 | 0.642 | |
| TransMILBackbone=ResNet-502024.02 | 0.6411 | |
| CLAMBackbone=PLIP2024.02 | 0.6405 | |
| PorpoiseTrain Data=Real2026.03 | 0.6403 | |
| MambaMIL+Feature Extractor=ResNet-502025.12 | 0.64 | |
| DSMILBackbone=PLIP2024.02 | 0.6382 | |
| TransMILBackbone=PLIP2024.02 | 0.6355 | |
| CMTA w/ IC-DiTTrain Data=Synth2026.03 | 0.635 | |
| MHIM-MILBackbone=PLIP2024.02 | 0.6294 | |
| CrossFusion w/o CPScale=Multi Scale, Backbone=ResNet502025.03 | 0.627 | |
| CrossFusionScale=Multi Scale, Backbone=ResNet502025.03 | 0.627 | |
| MeanMILFeature Extractor=PLIP2025.12 | 0.625 | |
| MeanMILFeature Extractor=CONCH2025.12 | 0.625 | |
| DeepGraphSurvScale=Single Scale, Backbone=ResNet502025.03 | 0.622 | |
| AB-MILBackbone=PLIP2024.02 | 0.6209 | |
| ProtoSurvScale=Single Scale, Backbone=ResNet502025.03 | 0.619 | |
| DTFD-MILBackbone=PLIP2024.02 | 0.6178 | |
| CMTA w/ PathDiffTrain Data=Synth2026.03 | 0.6154 | |
| MurreNet w/ PathDiffTrain Data=Synth2026.03 | 0.6143 | |
| CrossFusion w/o F&CScale=Multi Scale, Backbone=ResNet502025.03 | 0.609 | |
| MHIM-MILBackbone=ResNet-502024.02 | 0.6032 | |
| HFBSurv w/ IC-DiTTrain Data=Synth2026.03 | 0.6008 | |
| MuSTMILScale=Multi Scale, Backbone=ResNet502025.03 | 0.6 | |
| CLAMBackbone=ResNet-502024.02 | 0.596 | |
| DTFD-MILBackbone=ResNet-502024.02 | 0.5948 | |
| MeanMILFeature Extractor=ResNet-502025.12 | 0.594 | |
| TransMILScale=Single Scale, Backbone=ResNet502025.03 | 0.594 | |
| Porpoise w/ IC-DiTTrain Data=Synth2026.03 | 0.5933 | |
| DSMILBackbone=ResNet-502024.02 | 0.5931 | |
| AMILScale=Single Scale, Backbone=ResNet502025.03 | 0.59 | |
| IBMILBackbone=PLIP2024.02 | 0.5886 | |
| AB-MILBackbone=ResNet-502024.02 | 0.5878 | |
| IBMILBackbone=ResNet-502024.02 | 0.5858 | |
| SCMILScale=Single Scale, Backbone=ResNet502025.03 | 0.584 | |
| CSMILScale=Multi Scale, Backbone=ResNet502025.03 | 0.582 | |
| DSMILScale=Single Scale, Backbone=ResNet502025.03 | 0.579 | |
| PatchGCNScale=Single Scale, Backbone=ResNet502025.03 | 0.577 | |
| HIPTScale=Multi Scale, Backbone=ResNet502025.03 | 0.572 | |
| SPAN-MILFeatures=UNI2024.06 | 0.57 | |
| ZoomMILScale=Multi Scale, Backbone=ResNet502025.03 | 0.568 | |
| Porpoise w/ PathDiffTrain Data=Synth2026.03 | 0.5637 | |
| HFBSurv w/ PathDiffTrain Data=Synth2026.03 | 0.5619 | |
| TransMILFeatures=UNI2024.06 | 0.486 | |
| RRTMILFeatures=UNI2024.06 | 0.476 | |
| DSMILFeatures=UNI2024.06 | 0.471 | |
| ACMILFeatures=UNI2024.06 | 0.46 | |
| CLAM-MBFeatures=UNI2024.06 | 0.455 | |
| ABMILFeatures=UNI2024.06 | 0.452 | |
| CLAM-SBFeatures=UNI2024.06 | 0.447 |