Survival Prediction on KIRC TCGA
0.7615C-IndexMMP
Evaluation Results
| Method | Links | |
|---|---|---|
| MMPInference-time modality=Multimodal inference: WSI+omics at test time2026.06 | 0.7615 | |
| PAMTInference-time modality=Multimodal inference: WSI+omics at test time2026.06 | 0.76 | |
| LD-CVAEInference-time modality=Multimodal inference: WSI+omics at test time2026.06 | 0.7592 | |
| MoPEInference-time modality=Knowledge distillation: WSI+omics training, WSI-only inference2026.06 | 0.7547 | |
| DMMLtInference-time modality=Multimodal inference: WSI+omics at test time2026.06 | 0.7524 | |
| HMKGNvalidation=4-fold cross-validation2026.02 | 0.7486 | |
| GPNetInference-time modality=Gene-only inference2026.06 | 0.7453 | |
| G-HANetInference-time modality=Knowledge distillation: WSI+omics training, WSI-only inference2026.06 | 0.7449 | |
| Shazam2025.03 | 0.742 | |
| PANTHERTop + lin.Learning Paradigm=Ours, Features=UNI, Prototypes (C)=16, Evaluation Protocol=Linear2024.05 | 0.741 | |
| AttMIL-MoEInference-time modality=Histology-only inference2026.06 | 0.7364 | |
| MHIM-MILGCE=false, Cross-validation=5-fold2026.05 | 0.733 | |
| TransMIL-MoEInference-time modality=Histology-only inference2026.06 | 0.7325 | |
| MKDInference-time modality=Knowledge distillation: WSI+omics training, WSI-only inference2026.06 | 0.7315 | |
| ResTopoMIL2026.05 | 0.7313 | |
| 2DMambaMIL2026.05 | 0.7311 | |
| PANTHERWA + lin.Learning Paradigm=Ours, Features=UNI, Prototypes (C)=16, Evaluation Protocol=Linear2024.05 | 0.73 | |
| DGR-MIL2026.05 | 0.7298 | |
| ILRA-MIL2026.05 | 0.7276 | |
| DeltaMILFeature Extractor=UNI [7]2025.12 | 0.7273 | |
| DeltaMILFeature Extractor=UNI2025.12 | 0.7273 | |
| MaxMILvalidation=4-fold cross-validation2026.02 | 0.7273 | |
| DAttentionvalidation=4-fold cross-validation2026.02 | 0.7266 | |
| ABMILGCE=false, Cross-validation=5-fold2026.05 | 0.724 | |
| ABMILFeature Extractor=UNI [7]2025.12 | 0.7233 | |
| ABMILFeature Extractor=UNI2025.12 | 0.7233 | |
| DMMLInference-time modality=Knowledge distillation: WSI+omics training, WSI-only inference2026.06 | 0.7223 | |
| MambaMILvalidation=4-fold cross-validation2026.02 | 0.7192 | |
| Mean-PoolingFeature Extractor=UNI [7]2025.12 | 0.7187 | |
| Mean-PoolingFeature Extractor=UNI2025.12 | 0.7187 | |
| WiKGvalidation=4-fold cross-validation2026.02 | 0.7176 | |
| S4MILFeature Extractor=UNI [7]2025.12 | 0.7171 | |
| S4MILFeature Extractor=UNI2025.12 | 0.7171 | |
| MHIM-MIL2026.05 | 0.717 | |
| DeltaMILFeature Extractor=ResNet-502025.12 | 0.7166 | |
| PANTHERAll + MLPLearning Paradigm=Ours, Features=UNI, Prototypes (C)=16, Evaluation Protocol=MLP2024.05 | 0.716 | |
| TDCInference-time modality=Knowledge distillation: WSI+omics training, WSI-only inference2026.06 | 0.7156 | |
| DeepSetsLearning Paradigm=Unsupervised, Features=UNI2024.05 | 0.715 | |
| CLAM-SBGCE=false, Cross-validation=5-fold2026.05 | 0.715 | |
| MambaMILFeature Extractor=UNI [7]2025.12 | 0.7143 | |
| MambaMILFeature Extractor=UNI2025.12 | 0.7143 | |
| MeanMILvalidation=4-fold cross-validation2026.02 | 0.7131 | |
| Mamba2MILFeature Extractor=UNI [7]2025.12 | 0.7119 | |
| Mamba2MILFeature Extractor=UNI2025.12 | 0.7119 | |
| H-optimus-12025.03 | 0.71 | |
| OTLearning Paradigm=Unsupervised, Features=UNI, Prototypes (C)=162024.05 | 0.707 | |
| DTFD-MILGCE=false, Cross-validation=5-fold2026.05 | 0.707 | |
| H2TLearning Paradigm=Unsupervised, Features=UNI, Prototypes (C)=162024.05 | 0.703 | |
| PANTHERAll + lin.Learning Paradigm=Ours, Features=UNI, Prototypes (C)=16, Evaluation Protocol=Linear2024.05 | 0.703 | |
| Mamba2MILFeature Extractor=ResNet-502025.12 | 0.6976 | |
| AttMILInference-time modality=Histology-only inference2026.06 | 0.6963 | |
| MambaMILFeature Extractor=ResNet-502025.12 | 0.6958 | |
| TransMILFeature Extractor=UNI [7]2025.12 | 0.6945 | |
| TransMILFeature Extractor=UNI2025.12 | 0.6945 | |
| Virchow22025.03 | 0.694 | |
| Prov-Gigapath2025.03 | 0.689 | |
| SNNInference-time modality=Gene-only inference2026.06 | 0.6887 | |
| UNI 22025.03 | 0.687 | |
| DTFD-MILInference-time modality=Histology-only inference2026.06 | 0.6866 | |
| WIKGInference-time modality=Histology-only inference2026.06 | 0.6859 | |
| ABMILLearning Paradigm=Supervised, Features=UNI2024.05 | 0.684 | |
| HDMILGCE=false, Cross-validation=5-fold2026.05 | 0.682 | |
| IBMILGCE=false, Cross-validation=5-fold2026.05 | 0.68 | |
| Max-PoolingFeature Extractor=UNI [7]2025.12 | 0.6751 | |
| Max-PoolingFeature Extractor=UNI2025.12 | 0.6751 | |
| ABMILFeature Extractor=ResNet-502025.12 | 0.6737 | |
| TransMILLearning Paradigm=Supervised, Features=UNI2024.05 | 0.671 | |
| S4MILFeature Extractor=ResNet-502025.12 | 0.6696 | |
| TransMILGCE=false, Cross-validation=5-fold2026.05 | 0.669 | |
| DSMILGCE=false, Cross-validation=5-fold2026.05 | 0.667 | |
| CAMILGCE=false, Cross-validation=5-fold2026.05 | 0.665 | |
| Phikon-v22025.03 | 0.662 | |
| TransMILInference-time modality=Histology-only inference2026.06 | 0.6498 | |
| AttnMISLLearning Paradigm=Supervised, Features=UNI, Prototypes (C)=162024.05 | 0.649 | |
| ILRALearning Paradigm=Supervised, Features=UNI2024.05 | 0.637 | |
| TransMILFeature Extractor=ResNet-502025.12 | 0.6339 | |
| Mean-PoolingFeature Extractor=ResNet-502025.12 | 0.6334 | |
| Max-PoolingFeature Extractor=ResNet-502025.12 | 0.6235 | |
| DSMILFeature Extractor=UNI [7]2025.12 | 0.5994 | |
| DSMILFeature Extractor=UNI2025.12 | 0.5994 | |
| DSMILInference-time modality=Histology-only inference2026.06 | 0.5972 | |
| DSMILFeature Extractor=ResNet-502025.12 | 0.5956 | |
| CLAMFeature Extractor=ResNet-502025.12 | 0.5953 | |
| CLAMFeature Extractor=UNI [7]2025.12 | 0.5937 | |
| CLAMFeature Extractor=UNI2025.12 | 0.5937 | |
| DS-MIL2026.05 | 0.5832 | |
| CLAM-SB2026.05 | 0.5705 | |
| PANTHERBot. + lin.Learning Paradigm=Ours, Features=UNI, Prototypes (C)=16, Evaluation Protocol=Linear2024.05 | 0.57 | |
| AB-MIL2026.05 | 0.5694 | |
| TransMIL2026.05 | 0.5677 | |
| TransMILvalidation=4-fold cross-validation2026.02 | 0.5241 | |
| DSMILLearning Paradigm=Supervised, Features=UNI2024.05 | 0.5 | |
| ProtoCountsLearning Paradigm=Unsupervised, Features=UNI, Prototypes (C)=162024.05 | 0.461 | |
| DSMILGCE=true, Cross-validation=5-fold2026.05 | 0.031 | |
| IBMILGCE=true, Cross-validation=5-fold2026.05 | 0.014 | |
| TransMILGCE=true, Cross-validation=5-fold2026.05 | 0.012 | |
| HDMILGCE=true, Cross-validation=5-fold2026.05 | 0.01 | |
| CLAM-SBGCE=true, Cross-validation=5-fold2026.05 | 0.008 | |
| DTFD-MILGCE=true, Cross-validation=5-fold2026.05 | 0.007 | |
| CAMILGCE=true, Cross-validation=5-fold2026.05 | 0.006 |