Survival Prediction on TCGA-LUAD
0.695C-indexSMIL
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| SMILPathology modality (P)=Observed, Genomic modality (G)=Observed2026.03 | 0.695 | — | — | — | — | — | — | |
| MurreNetPathological images=true, Genomic profiles=true2025.07 | 0.691 | — | — | — | — | — | — | |
| MUSTPathology modality (P)=Missing, Genomic modality (G)=Observed2026.03 | 0.69 | — | — | — | — | — | — | |
| ILRA2025.07 | 0.688 | — | — | — | — | — | — | |
| PTCMIL2025.07 | 0.688 | — | — | — | — | — | — | |
| OTLearning Paradigm=Unsupervised, Features=UNI, Prototypes (C)=162024.05 | 0.687 | — | — | — | — | — | — | |
| MUSTPathology modality (P)=Observed, Genomic modality (G)=Observed2026.03 | 0.686 | — | — | — | — | — | — | |
| PANTHERAll + MLPLearning Paradigm=Ours, Features=UNI, Prototypes (C)=16, Evaluation Protocol=MLP2024.05 | 0.685 | — | — | — | — | — | — | |
| M3CarePathology modality (P)=Observed, Genomic modality (G)=Observed2026.03 | 0.683 | — | — | — | — | — | — | |
| HFGPIG. (Genomic)=✓, P. (Proteomic)=✓, I. (Pathology Imaging)=✓2026.03 | 0.68 | — | — | — | — | — | — | |
| CMTAPathological images=true, Genomic profiles=true2025.07 | 0.675 | — | — | — | — | — | — | |
| PORPOISEPathological images=true, Genomic profiles=true2025.07 | 0.675 | — | — | — | — | — | — | |
| DGR-MIL2025.07 | 0.674 | — | — | — | — | — | — | |
| M3CarePathology modality (P)=Observed, Genomic modality (G)=Missing2026.03 | 0.673 | — | — | — | — | — | — | |
| PANTHERAll + lin.Learning Paradigm=Ours, Features=UNI, Prototypes (C)=16, Evaluation Protocol=Linear2024.05 | 0.672 | — | — | — | — | — | — | |
| DeReFGenomic=true, Pathology=true2025.08 | 0.671 | — | — | — | — | — | — | |
| MambaMIL2025.07 | 0.67 | — | — | — | — | — | — | |
| CMTAGenomic=true, Pathology=true2025.08 | 0.669 | — | — | — | — | — | — | |
| SurvPathPathological images=true, Genomic profiles=true2025.07 | 0.667 | — | — | — | — | — | — | |
| DPsurvUncertainty-Aware=true, Validation=5-fold cross-validation2025.09 | 0.667 | — | 0.381 | 1.13 | — | — | — | |
| TransMILLearning Paradigm=Supervised, Features=UNI2024.05 | 0.665 | — | — | — | — | — | — | |
| LD-CVAEPathology modality (P)=Observed, Genomic modality (G)=Observed2026.03 | 0.665 | — | — | — | — | — | — | |
| CFDLGenomic=true, Pathology=true2025.08 | 0.664 | — | — | — | — | — | — | |
| ICFNet†G. (Genomic)=✓, P. (Proteomic)=✓, I. (Pathology Imaging)=✓2026.03 | 0.664 | — | — | — | — | — | — | |
| H2TLearning Paradigm=Unsupervised, Features=UNI, Prototypes (C)=162024.05 | 0.662 | — | — | — | — | — | — | |
| MOTCatGenomic=true, Pathology=true2025.08 | 0.661 | — | — | — | — | — | — | |
| CAMILGCE=false, Cross-validation=5-fold2026.05 | 0.661 | — | — | — | — | — | — | |
| TransMIL2025.07 | 0.66 | — | — | — | — | — | — | |
| MoMEGenomic=true, Pathology=true2025.08 | 0.66 | — | — | — | — | — | — | |
| DSMIL2025.07 | 0.659 | — | — | — | — | — | — | |
| MCATGenomic=true, Pathology=true2025.08 | 0.659 | — | — | — | — | — | — | |
| PS3†G. (Genomic)=✓, P. (Proteomic)=✓, I. (Pathology Imaging)=✓2026.03 | 0.659 | — | — | — | — | — | — | |
| CCLGenomic=true, Pathology=true2025.08 | 0.657 | — | — | — | — | — | — | |
| DeltaMILFeature Extractor=ResNet-502025.12 | 0.6561 | — | — | — | — | — | — | |
| DeltaMILFeature Extractor=UNI [7]2025.12 | 0.656 | — | — | — | — | — | — | |
| DeltaMILFeature Extractor=UNI2025.12 | 0.656 | — | — | — | — | — | — | |
| EMMSEvaluation Setting=complete-modality (C), Missingness=0%2026.06 | 0.655 | — | 0.143 | — | — | — | — | |
| GigaPath2026.02 | 0.6544 | — | — | — | — | — | — | |
| ABMILLearning Paradigm=Supervised, Features=UNI2024.05 | 0.654 | — | — | — | — | — | — | |
| PANTHERWA + lin.Learning Paradigm=Ours, Features=UNI, Prototypes (C)=16, Evaluation Protocol=Linear2024.05 | 0.654 | — | — | — | — | — | — | |
| ABMILFeature Extractor=UNI [7]2025.12 | 0.654 | — | — | — | — | — | — | |
| ABMILFeature Extractor=UNI2025.12 | 0.654 | — | — | — | — | — | — | |
| PANTHERAll + MLPLearning Paradigm=Ours, Features=UNI, Prototypes (C)=16, Evaluation Protocol=MLP2024.05 | 0.653 | — | — | — | — | — | — | |
| M3CarePathology modality (P)=Missing, Genomic modality (G)=Observed2026.03 | 0.653 | — | — | — | — | — | — | |
| Mamba2MILFeature Extractor=ResNet-502025.12 | 0.6521 | — | — | — | — | — | — | |
| DeepSetsLearning Paradigm=Unsupervised, Features=UNI2024.05 | 0.652 | — | — | — | — | — | — | |
| ILRALearning Paradigm=Supervised, Features=UNI2024.05 | 0.651 | — | — | — | — | — | — | |
| MoMEG. (Genomic)=✓, I. (Pathology Imaging)=✓2026.03 | 0.651 | — | — | — | — | — | — | |
| MOTCatPathological images=true, Genomic profiles=true2025.07 | 0.65 | — | — | — | — | — | — | |
| MOMEPathological images=true, Genomic profiles=true2025.07 | 0.648 | — | — | — | — | — | — | |
| SurvPathG. (Genomic)=✓, I. (Pathology Imaging)=✓2026.03 | 0.648 | — | — | — | — | — | — | |
| ShaSpecPathology modality (P)=Observed, Genomic modality (G)=Observed2026.03 | 0.648 | — | — | — | — | — | — | |
| MCATPathological images=true, Genomic profiles=true2025.07 | 0.647 | — | — | — | — | — | — | |
| GPFM2026.02 | 0.6467 | — | — | — | — | — | — | |
| ResTopoMIL2026.05 | 0.6457 | — | — | — | — | — | — | |
| Concat+MLPGenomic=true, Pathology=true2025.08 | 0.644 | — | — | — | — | — | — | |
| CLAM-SBGCE=false, Cross-validation=5-fold2026.05 | 0.644 | — | — | — | — | — | — | |
| CMTAG. (Genomic)=✓, I. (Pathology Imaging)=✓2026.03 | 0.643 | — | — | — | — | — | — | |
| TransMILGenomic=false, Pathology=true2025.08 | 0.642 | — | — | — | — | — | — | |
| S4MILFeature Extractor=ResNet-502025.12 | 0.6413 | — | — | — | — | — | — | |
| OTLearning Paradigm=Unsupervised, Features=UNI, Prototypes (C)=162024.05 | 0.641 | — | — | — | — | — | — | |
| ABMILGCE=false, Cross-validation=5-fold2026.05 | 0.641 | — | — | — | — | — | — | |
| MambaMILFeature Extractor=ResNet-502025.12 | 0.6396 | — | — | — | — | — | — | |
| MCATG. (Genomic)=✓, I. (Pathology Imaging)=✓2026.03 | 0.639 | — | — | — | — | — | — | |
| MMPTrans.G. (Genomic)=✓, I. (Pathology Imaging)=✓2026.03 | 0.639 | — | — | — | — | — | — | |
| STAMP2026.02 | 0.6385 | — | — | — | — | — | — | |
| SNNTransGenomic=true, Pathology=false2025.08 | 0.638 | — | — | — | — | — | — | |
| EMMSEvaluation Setting=pathology-only (P), Missingness=0%2026.06 | 0.638 | — | 0.139 | — | — | — | — | |
| DTFD-MIL2025.07 | 0.637 | — | — | — | — | — | — | |
| MUSTPathology modality (P)=Observed, Genomic modality (G)=Missing2026.03 | 0.637 | — | — | — | — | — | — | |
| Flex-MoEEvaluation Setting=pathology-only (P), Missingness=0%2026.06 | 0.635 | — | 0.212 | — | — | — | — | |
| Mean-PoolingFeature Extractor=UNI [7]2025.12 | 0.6345 | — | — | — | — | — | — | |
| Mean-PoolingFeature Extractor=UNI2025.12 | 0.6345 | — | — | — | — | — | — | |
| UMSAUncertainty-Aware=true, Validation=5-fold cross-validation2025.09 | 0.634 | — | 0.569 | 1.663 | — | — | — | |
| TransMILGCE=false, Cross-validation=5-fold2026.05 | 0.633 | — | — | — | — | — | — | |
| mSTAR2026.02 | 0.6329 | — | — | — | — | — | — | |
| PANTHER2025.07 | 0.632 | — | — | — | — | — | — | |
| AttnMISLLearning Paradigm=Supervised, Features=UNI, Prototypes (C)=162024.05 | 0.632 | — | — | — | — | — | — | |
| CLAM-MBI. (Pathology Imaging)=✓2026.03 | 0.632 | — | — | — | — | — | — | |
| UNI2026.02 | 0.6312 | — | — | — | — | — | — | |
| S4MILFeature Extractor=UNI [7]2025.12 | 0.6293 | — | — | — | — | — | — | |
| S4MILFeature Extractor=UNI2025.12 | 0.6293 | — | — | — | — | — | — | |
| LD-CVAEPathology modality (P)=Observed, Genomic modality (G)=Missing2026.03 | 0.629 | — | — | — | — | — | — | |
| 2DMambaMIL2026.05 | 0.629 | — | — | — | — | — | — | |
| M3IFPathological images=true, Genomic profiles=true2025.07 | 0.628 | — | — | — | — | — | — | |
| Shazam2025.03 | 0.628 | — | — | — | — | — | — | |
| AttnMISLLearning Paradigm=Supervised, Features=UNI, Prototypes (C)=162024.05 | 0.627 | — | — | — | — | — | — | |
| Gene exp.G. (Genomic)=✓2026.03 | 0.627 | — | — | — | — | — | — | |
| SMILPathology modality (P)=Missing, Genomic modality (G)=Observed2026.03 | 0.626 | — | — | — | — | — | — | |
| CLAM2025.07 | 0.625 | — | — | — | — | — | — | |
| IBMILGCE=false, Cross-validation=5-fold2026.05 | 0.625 | — | — | — | — | — | — | |
| DGR-MIL2026.05 | 0.6245 | — | — | — | — | — | — | |
| PIBDG. (Genomic)=✓, I. (Pathology Imaging)=✓2026.03 | 0.624 | — | — | — | — | — | — | |
| CONCH2026.02 | 0.6233 | — | — | — | — | — | — | |
| MOTCatG. (Genomic)=✓, I. (Pathology Imaging)=✓2026.03 | 0.623 | — | — | — | — | — | — | |
| BayesMILUncertainty-Aware=true, Validation=5-fold cross-validation2025.09 | 0.622 | — | 0.461 | 1.18 | — | — | — | |
| TransMILFeature Extractor=ResNet-502025.12 | 0.6214 | — | — | — | — | — | — | |
| CHIEF2026.02 | 0.6208 | — | — | — | — | — | — | |
| AttnMILGenomic=false, Pathology=true2025.08 | 0.62 | — | — | — | — | — | — | |
| CLAM-SB2026.05 | 0.6192 | — | — | — | — | — | — |