Survival Prediction on TCGA-LGG
0.836C-indexMIND
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MINDDownstream predictor=penalized Cox's proportional hazards models, Evaluation protocol=five-fold cross-validation, Input features=patient information and embeddings2026.06 | 0.836 | 1 | |
| IntegrAODownstream predictor=penalized Cox's proportional hazards models, Evaluation protocol=five-fold cross-validation, Input features=patient information and embeddings2026.06 | 0.828 | 2 | |
| LWRDownstream predictor=penalized Cox's proportional hazards models, Evaluation protocol=five-fold cross-validation, Input features=patient information and embeddings2026.06 | 0.812 | 3 | |
| JASMINEDownstream predictor=penalized Cox's proportional hazards models, Evaluation protocol=five-fold cross-validation, Input features=patient information and embeddings2026.06 | 0.809 | 4 | |
| HMKGNvalidation=4-fold cross-validation2026.02 | 0.7699 | — | |
| WiKGvalidation=4-fold cross-validation2026.02 | 0.7648 | — | |
| MambaMILvalidation=4-fold cross-validation2026.02 | 0.7623 | — | |
| DAttentionvalidation=4-fold cross-validation2026.02 | 0.7578 | — | |
| MeanMILvalidation=4-fold cross-validation2026.02 | 0.7549 | — | |
| MSNEDownstream predictor=penalized Cox's proportional hazards models, Evaluation protocol=five-fold cross-validation, Input features=patient information and embeddings2026.06 | 0.746 | 5 | |
| SPAN-MILFeatures=UNI2024.06 | 0.647 | — | |
| MaxMILvalidation=4-fold cross-validation2026.02 | 0.6148 | — | |
| TransMILvalidation=4-fold cross-validation2026.02 | 0.5685 | — | |
| ACMILFeatures=UNI2024.06 | 0.438 | — | |
| CLAM-SBFeatures=UNI2024.06 | 0.436 | — | |
| TransMILFeatures=UNI2024.06 | 0.419 | — | |
| ABMILFeatures=UNI2024.06 | 0.416 | — | |
| DSMILFeatures=UNI2024.06 | 0.411 | — | |
| RRTMILFeatures=UNI2024.06 | 0.407 | — | |
| CLAM-MBFeatures=UNI2024.06 | 0.394 | — |