Survival Prediction on TCGA-BLCA (N=347)
0.703C-indexMUST
Evaluation results
| Method | Links | |
|---|---|---|
| MUSTPathology modality (P)=Observed, Genomic modality (G)=Observed2026.03 | 0.703 | |
| MUSTPathological Modality (P)=Yes, Genomic Modality (G)=Yes, Requires identical modalities for training and inference=false2026.03 | 0.703 | |
| MUSTPathology modality (P)=Missing, Genomic modality (G)=Observed2026.03 | 0.702 | |
| CMTAPathological Modality (P)=Yes, Genomic Modality (G)=Yes, Requires identical modalities for training and inference=true2026.03 | 0.691 | |
| LD-CVAEPathology modality (P)=Observed, Genomic modality (G)=Observed2026.03 | 0.687 | |
| MLPPathological Modality (P)=No, Genomic Modality (G)=Yes, Requires identical modalities for training and inference=true2026.03 | 0.678 | |
| SMILPathology modality (P)=Observed, Genomic modality (G)=Observed2026.03 | 0.675 | |
| MUSTPathology modality (P)=Observed, Genomic modality (G)=Missing2026.03 | 0.673 | |
| M3CarePathology modality (P)=Observed, Genomic modality (G)=Observed2026.03 | 0.664 | |
| SNNPathological Modality (P)=No, Genomic Modality (G)=Yes, Requires identical modalities for training and inference=true2026.03 | 0.662 | |
| SurvPathPathological Modality (P)=Yes, Genomic Modality (G)=Yes, Requires identical modalities for training and inference=true2026.03 | 0.657 | |
| SMILPathology modality (P)=Missing, Genomic modality (G)=Observed2026.03 | 0.654 | |
| ShaSpecPathology modality (P)=Observed, Genomic modality (G)=Observed2026.03 | 0.652 | |
| LD-CVAEPathology modality (P)=Observed, Genomic modality (G)=Missing2026.03 | 0.651 | |
| TransMILPathological Modality (P)=Yes, Genomic Modality (G)=No, Requires identical modalities for training and inference=true2026.03 | 0.65 | |
| M3CarePathology modality (P)=Observed, Genomic modality (G)=Missing2026.03 | 0.646 | |
| M3CarePathology modality (P)=Missing, Genomic modality (G)=Observed2026.03 | 0.644 | |
| ShaSpecPathology modality (P)=Missing, Genomic modality (G)=Observed2026.03 | 0.636 | |
| ShaSpecPathology modality (P)=Observed, Genomic modality (G)=Missing2026.03 | 0.613 | |
| ABMILPathological Modality (P)=Yes, Genomic Modality (G)=No, Requires identical modalities for training and inference=true2026.03 | 0.611 | |
| SMILPathology modality (P)=Observed, Genomic modality (G)=Missing2026.03 | 0.604 |