Survival Prediction on TCGA-BRCA (N=899)
0.692C-indexMUST
Evaluation results
| Method | Links | |
|---|---|---|
| MUSTPathology modality (P)=Missing, Genomic modality (G)=Observed2026.03 | 0.692 | |
| MUSTPathology modality (P)=Observed, Genomic modality (G)=Observed2026.03 | 0.69 | |
| MUSTPathological Modality (P)=Yes, Genomic Modality (G)=Yes, Requires identical modalities for training and inference=false2026.03 | 0.69 | |
| LD-CVAEPathology modality (P)=Observed, Genomic modality (G)=Observed2026.03 | 0.686 | |
| SurvPathPathological Modality (P)=Yes, Genomic Modality (G)=Yes, Requires identical modalities for training and inference=true2026.03 | 0.681 | |
| ABMILPathological Modality (P)=Yes, Genomic Modality (G)=No, Requires identical modalities for training and inference=true2026.03 | 0.67 | |
| M3CarePathology modality (P)=Observed, Genomic modality (G)=Observed2026.03 | 0.656 | |
| MUSTPathology modality (P)=Observed, Genomic modality (G)=Missing2026.03 | 0.651 | |
| M3CarePathology modality (P)=Observed, Genomic modality (G)=Missing2026.03 | 0.649 | |
| LD-CVAEPathology modality (P)=Observed, Genomic modality (G)=Missing2026.03 | 0.649 | |
| CMTAPathological Modality (P)=Yes, Genomic Modality (G)=Yes, Requires identical modalities for training and inference=true2026.03 | 0.648 | |
| ShaSpecPathology modality (P)=Observed, Genomic modality (G)=Observed2026.03 | 0.647 | |
| M3CarePathology modality (P)=Missing, Genomic modality (G)=Observed2026.03 | 0.643 | |
| SMILPathology modality (P)=Observed, Genomic modality (G)=Observed2026.03 | 0.641 | |
| MLPPathological Modality (P)=No, Genomic Modality (G)=Yes, Requires identical modalities for training and inference=true2026.03 | 0.64 | |
| TransMILPathological Modality (P)=Yes, Genomic Modality (G)=No, Requires identical modalities for training and inference=true2026.03 | 0.635 | |
| SNNPathological Modality (P)=No, Genomic Modality (G)=Yes, Requires identical modalities for training and inference=true2026.03 | 0.632 | |
| ShaSpecPathology modality (P)=Missing, Genomic modality (G)=Observed2026.03 | 0.629 | |
| ShaSpecPathology modality (P)=Observed, Genomic modality (G)=Missing2026.03 | 0.62 | |
| SMILPathology modality (P)=Missing, Genomic modality (G)=Observed2026.03 | 0.611 | |
| SMILPathology modality (P)=Observed, Genomic modality (G)=Missing2026.03 | 0.585 |