Survival Prediction on TCGA-KIRC
0.818TDCMUSE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MUSEEvaluation Setting=pathology-only (P), Missingness=0%2026.06 | 0.818 | 0.099 | — | |
| EMMSEvaluation Setting=pathology-only (P), Missingness=0%2026.06 | 0.801 | 0.093 | — | |
| EMMSEvaluation Setting=complete-modality (C), Missingness=0%2026.06 | 0.801 | 0.098 | — | |
| Flex-MoEEvaluation Setting=pathology-only (P), Missingness=0%2026.06 | 0.783 | 0.151 | — | |
| Flex-MoEEvaluation Setting=complete-modality (C), Missingness=0%2026.06 | 0.768 | 0.1 | — | |
| MOTCATEvaluation Setting=complete-modality (C), Missingness=0%2026.06 | 0.742 | 0.106 | — | |
| MUSEEvaluation Setting=complete-modality (C), Missingness=0%2026.06 | 0.732 | 0.111 | — | |
| MINDDownstream predictor=penalized Cox's proportional hazards models, Evaluation protocol=five-fold cross-validation, Input features=patient information and embeddings2026.06 | 0.724 | — | 1 | |
| LWRDownstream predictor=penalized Cox's proportional hazards models, Evaluation protocol=five-fold cross-validation, Input features=patient information and embeddings2026.06 | 0.706 | — | 2 | |
| JASMINEDownstream predictor=penalized Cox's proportional hazards models, Evaluation protocol=five-fold cross-validation, Input features=patient information and embeddings2026.06 | 0.705 | — | 3 | |
| IntegrAODownstream predictor=penalized Cox's proportional hazards models, Evaluation protocol=five-fold cross-validation, Input features=patient information and embeddings2026.06 | 0.691 | — | 4 | |
| SCMILvariant=full2024.06 | 0.688 | 0.268 | — | |
| EMMSEvaluation Setting=genomics-only (G), Missingness=0%2026.06 | 0.685 | 0.101 | — | |
| PatchGCN2024.06 | 0.674 | 0.279 | — | |
| CLAM2024.06 | 0.664 | 0.289 | — | |
| DisproEvaluation Setting=genomics-only (G), Missingness=0%2026.06 | 0.664 | 0.145 | — | |
| MUSEEvaluation Setting=genomics-only (G), Missingness=0%2026.06 | 0.664 | 0.168 | — | |
| SCMILvariant=w/o SoftFilter2024.06 | 0.659 | 0.278 | — | |
| SCMILvariant=w/o SCSA2024.06 | 0.651 | 0.274 | — | |
| DSMIL2024.06 | 0.642 | 0.289 | — | |
| DisproEvaluation Setting=pathology-only (P), Missingness=0%2026.06 | 0.639 | 0.15 | — | |
| HIPT2024.06 | 0.635 | 0.27 | — | |
| HGT2024.06 | 0.634 | 0.269 | — | |
| DisproEvaluation Setting=complete-modality (C), Missingness=0%2026.06 | 0.631 | 0.14 | — | |
| TransMIL2024.06 | 0.629 | 0.29 | — | |
| AMIL2024.06 | 0.627 | 0.287 | — | |
| MSNEDownstream predictor=penalized Cox's proportional hazards models, Evaluation protocol=five-fold cross-validation, Input features=patient information and embeddings2026.06 | 0.591 | — | 5 | |
| Flex-MoEEvaluation Setting=genomics-only (G), Missingness=0%2026.06 | 0.552 | 0.104 | — |