Survival Prediction on TCGA-STAD
0.6807C-indexResTopoMIL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ResTopoMIL2026.05 | 0.6807 | — | — | |
| ReconMILFeature Extractor=CONCH v1.52026.03 | 0.667 | — | — | |
| ReconMILFeature Extractor=PLIP2026.03 | 0.665 | — | — | |
| MOTCatPathological images=true, Genomic profiles=true2025.07 | 0.663 | — | — | |
| DGR-MIL2026.05 | 0.6625 | — | — | |
| ILRA-MIL2026.05 | 0.6589 | — | — | |
| ReconMILFeature Extractor=ResNet-502026.03 | 0.654 | — | — | |
| 2DMambaMIL2026.05 | 0.6515 | — | — | |
| MurreNetPathological images=true, Genomic profiles=true2025.07 | 0.651 | — | — | |
| DeltaMILFeature Extractor=UNI [7]2025.12 | 0.6441 | — | — | |
| DeltaMILFeature Extractor=UNI2025.12 | 0.6441 | — | — | |
| HMKGNvalidation=4-fold cross-validation2026.02 | 0.6411 | — | — | |
| DeltaMILFeature Extractor=ResNet-502025.12 | 0.6403 | — | — | |
| MambaMILvalidation=4-fold cross-validation2026.02 | 0.6384 | — | — | |
| ABMILPathological images=true, Genomic profiles=false2025.07 | 0.638 | — | — | |
| MHIM-MIL2026.05 | 0.6357 | — | — | |
| CLAMPathological images=true, Genomic profiles=false2025.07 | 0.634 | — | — | |
| MambaMILFeature Extractor=ResNet-502025.12 | 0.634 | — | — | |
| DMMLtInference-time modality=Multimodal inference: WSI+omics at test time2026.06 | 0.6314 | — | — | |
| DSMILPathological images=true, Genomic profiles=false2025.07 | 0.63 | — | — | |
| MOMEPathological images=true, Genomic profiles=true2025.07 | 0.63 | — | — | |
| Shazam2025.03 | 0.626 | — | — | |
| MMPInference-time modality=Multimodal inference: WSI+omics at test time2026.06 | 0.6238 | — | — | |
| Mamba2MILFeature Extractor=UNI [7]2025.12 | 0.6237 | — | — | |
| Mamba2MILFeature Extractor=UNI2025.12 | 0.6237 | — | — | |
| LD-CVAEInference-time modality=Multimodal inference: WSI+omics at test time2026.06 | 0.6221 | — | — | |
| PORPOISEPathological images=true, Genomic profiles=true2025.07 | 0.622 | — | — | |
| MHIM-MILGCE=false, Cross-validation=5-fold2026.05 | 0.622 | — | — | |
| Mamba2MILFeature Extractor=ResNet-502025.12 | 0.6207 | — | — | |
| TransMIL2026.05 | 0.6204 | — | — | |
| DAttentionvalidation=4-fold cross-validation2026.02 | 0.6191 | — | — | |
| WiKGvalidation=4-fold cross-validation2026.02 | 0.617 | — | — | |
| MeanMILvalidation=4-fold cross-validation2026.02 | 0.6152 | — | — | |
| ABMILFeature Extractor=UNI [7]2025.12 | 0.6142 | — | — | |
| ABMILFeature Extractor=UNI2025.12 | 0.6142 | — | — | |
| DTFD-MILGCE=false, Cross-validation=5-fold2026.05 | 0.614 | — | — | |
| PAMTInference-time modality=Multimodal inference: WSI+omics at test time2026.06 | 0.6139 | — | — | |
| S4MILFeature Extractor=UNI [7]2025.12 | 0.6136 | — | — | |
| S4MILFeature Extractor=UNI2025.12 | 0.6136 | — | — | |
| MoPEInference-time modality=Knowledge distillation: WSI+omics training, WSI-only inference2026.06 | 0.6127 | — | — | |
| Mean-PoolingFeature Extractor=UNI [7]2025.12 | 0.612 | — | — | |
| DSMILFeature Extractor=UNI [7]2025.12 | 0.612 | — | — | |
| Mean-PoolingFeature Extractor=UNI2025.12 | 0.612 | — | — | |
| DSMILFeature Extractor=UNI2025.12 | 0.612 | — | — | |
| GPNetInference-time modality=Gene-only inference2026.06 | 0.6102 | — | — | |
| HDMILGCE=false, Cross-validation=5-fold2026.05 | 0.61 | — | — | |
| DS-MIL2026.05 | 0.609 | — | — | |
| S4MILFeature Extractor=ResNet-502025.12 | 0.6081 | — | — | |
| MLPPathological images=false, Genomic profiles=true2025.07 | 0.607 | — | — | |
| M3IFPathological images=true, Genomic profiles=true2025.07 | 0.607 | — | — | |
| Virchow22025.03 | 0.605 | — | — | |
| TransMILFeature Extractor=ResNet-502025.12 | 0.6047 | — | — | |
| TransMILPathological images=true, Genomic profiles=false2025.07 | 0.604 | — | — | |
| SNNPathological images=false, Genomic profiles=true2025.07 | 0.603 | — | — | |
| CLAM-SBGCE=false, Cross-validation=5-fold2026.05 | 0.603 | — | — | |
| H-optimus-12025.03 | 0.601 | — | — | |
| DMMLInference-time modality=Knowledge distillation: WSI+omics training, WSI-only inference2026.06 | 0.5993 | — | — | |
| Flex-MoEEvaluation Setting=genomics-only (G), Missingness=0%2026.06 | 0.598 | — | 0.172 | |
| TransMILGCE=false, Cross-validation=5-fold2026.05 | 0.597 | — | — | |
| CLAMFeature Extractor=UNI [7]2025.12 | 0.5963 | — | — | |
| CLAMFeature Extractor=UNI2025.12 | 0.5963 | — | — | |
| SurvPathPathological images=true, Genomic profiles=true2025.07 | 0.596 | — | — | |
| IBMILGCE=false, Cross-validation=5-fold2026.05 | 0.595 | — | — | |
| MambaMILFeature Extractor=UNI [7]2025.12 | 0.5914 | — | — | |
| MambaMILFeature Extractor=UNI2025.12 | 0.5914 | — | — | |
| Phikon-v22025.03 | 0.591 | — | — | |
| Mean-PoolingFeature Extractor=ResNet-502025.12 | 0.5906 | — | — | |
| DSMILFeature Extractor=ResNet-502025.12 | 0.5904 | — | — | |
| CAMILGCE=false, Cross-validation=5-fold2026.05 | 0.59 | — | — | |
| DSMILGCE=false, Cross-validation=5-fold2026.05 | 0.588 | — | — | |
| CLAMFeature Extractor=ResNet-502025.12 | 0.5873 | — | — | |
| AB-MIL2026.05 | 0.5871 | — | — | |
| MCATPathological images=true, Genomic profiles=true2025.07 | 0.586 | — | — | |
| EMMSEvaluation Setting=pathology-only (P), Missingness=0%2026.06 | 0.586 | — | 0.17 | |
| CMTAPathological images=true, Genomic profiles=true2025.07 | 0.584 | — | — | |
| UNI 22025.03 | 0.584 | — | — | |
| CLAM-SB2026.05 | 0.5829 | — | — | |
| DSMILInference-time modality=Histology-only inference2026.06 | 0.5805 | — | — | |
| DTFD-MILPathological images=true, Genomic profiles=false2025.07 | 0.58 | — | — | |
| SNNInference-time modality=Gene-only inference2026.06 | 0.5788 | — | — | |
| MKDInference-time modality=Knowledge distillation: WSI+omics training, WSI-only inference2026.06 | 0.5768 | — | — | |
| TDCInference-time modality=Knowledge distillation: WSI+omics training, WSI-only inference2026.06 | 0.5763 | — | — | |
| ABMILGCE=false, Cross-validation=5-fold2026.05 | 0.576 | — | — | |
| WIKGInference-time modality=Histology-only inference2026.06 | 0.5748 | — | — | |
| AttMIL-MoEInference-time modality=Histology-only inference2026.06 | 0.5745 | — | — | |
| TransMILFeature Extractor=UNI [7]2025.12 | 0.5738 | — | — | |
| TransMILFeature Extractor=UNI2025.12 | 0.5738 | — | — | |
| AttMILInference-time modality=Histology-only inference2026.06 | 0.5714 | — | — | |
| G-HANetInference-time modality=Knowledge distillation: WSI+omics training, WSI-only inference2026.06 | 0.5714 | — | — | |
| ABMILFeature Extractor=ResNet-502025.12 | 0.5671 | — | — | |
| Prov-Gigapath2025.03 | 0.563 | — | — | |
| LWRDownstream predictor=penalized Cox's proportional hazards models, Evaluation protocol=five-fold cross-validation, Input features=patient information and embeddings2026.06 | 0.563 | 1 | — | |
| MUSEEvaluation Setting=pathology-only (P), Missingness=0%2026.06 | 0.563 | — | 0.175 | |
| TransMILvalidation=4-fold cross-validation2026.02 | 0.5579 | — | — | |
| MINDDownstream predictor=penalized Cox's proportional hazards models, Evaluation protocol=five-fold cross-validation, Input features=patient information and embeddings2026.06 | 0.555 | 2 | — | |
| EMMSEvaluation Setting=complete-modality (C), Missingness=0%2026.06 | 0.555 | — | 0.174 | |
| MOTCATEvaluation Setting=complete-modality (C), Missingness=0%2026.06 | 0.554 | — | 0.224 | |
| IntegrAODownstream predictor=penalized Cox's proportional hazards models, Evaluation protocol=five-fold cross-validation, Input features=patient information and embeddings2026.06 | 0.553 | 3 | — | |
| DTFD-MILInference-time modality=Histology-only inference2026.06 | 0.5432 | — | — | |
| DisproEvaluation Setting=complete-modality (C), Missingness=0%2026.06 | 0.543 | — | 0.252 |