Survival Prediction on TNBC cohort (test)
0.637DRFS C-indexPathoSpatial
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PathoSpatialModality=Multimodal, KH=12, KS=82026.02 | 0.637 | 0.645 | 0.61 | 0.647 | 0.621 | |
| TransMILModality=Unimodal Fusion, Features=H+S, Fusion strategy=mean2026.02 | 0.636 | 0.623 | 0.591 | 0.642 | 0.648 | |
| PathoSpatialModality=Multimodal, KH=32, KS=242026.02 | 0.631 | 0.646 | 0.615 | 0.662 | 0.627 | |
| TransMILModality=Unimodal, Features=H histology2026.02 | 0.628 | 0.628 | 0.547 | 0.61 | 0.641 | |
| TransMILModality=Unimodal Fusion, Features=H+S, Fusion strategy=dot product2026.02 | 0.628 | 0.6 | 0.578 | 0.633 | 0.641 | |
| TransMILModality=Unimodal Fusion, Features=H+S, Fusion strategy=concatenation2026.02 | 0.623 | 0.63 | 0.585 | 0.64 | 0.647 | |
| Patch-GCNModality=Unimodal, Features=S spatial transcriptomics2026.02 | 0.62 | 0.615 | 0.61 | 0.642 | 0.617 | |
| Patch-GCNModality=Unimodal Fusion, Features=H+S, Fusion strategy=concatenation2026.02 | 0.617 | 0.61 | 0.589 | 0.633 | 0.632 | |
| Patch-GCNModality=Unimodal Fusion, Features=H+S, Fusion strategy=dot product2026.02 | 0.617 | 0.614 | 0.599 | 0.652 | 0.613 | |
| MCATModality=Multimodal, Features=H+G2026.02 | 0.617 | 0.617 | 0.58 | 0.633 | 0.61 | |
| PANTHERModality=Unimodal, Features=S spatial transcriptomics2026.02 | 0.613 | 0.557 | 0.564 | 0.56 | 0.547 | |
| Patch-GCNModality=Unimodal, Features=H histology2026.02 | 0.611 | 0.614 | 0.551 | 0.577 | 0.615 | |
| TransMILModality=Unimodal, Features=S spatial transcriptomics2026.02 | 0.605 | 0.542 | 0.568 | 0.587 | 0.607 | |
| CLAMModality=Unimodal, Features=H histology2026.02 | 0.596 | 0.604 | 0.55 | 0.594 | 0.582 | |
| Patch-GCNModality=Unimodal Fusion, Features=H+S, Fusion strategy=mean2026.02 | 0.595 | 0.596 | 0.57 | 0.628 | 0.594 | |
| CLAMModality=Unimodal Fusion, Features=H+S, Fusion strategy=concatenation2026.02 | 0.592 | 0.6 | 0.537 | 0.6 | 0.593 | |
| PANTHERModality=Unimodal Fusion, Features=H+S, Fusion strategy=dot product2026.02 | 0.592 | 0.542 | 0.547 | 0.562 | 0.53 | |
| ProSurvModality=Multimodal, Features=H+G, Fusion strategy=bilinear2026.02 | 0.591 | 0.611 | 0.6 | 0.638 | 0.569 | |
| CLAMModality=Unimodal Fusion, Features=H+S, Fusion strategy=mean2026.02 | 0.588 | 0.54 | 0.568 | 0.554 | 0.586 | |
| CLAMModality=Unimodal Fusion, Features=H+S, Fusion strategy=dot product2026.02 | 0.587 | 0.539 | 0.568 | 0.57 | 0.569 | |
| PIBDModality=Multimodal, Features=H+G2026.02 | 0.584 | 0.62 | 0.57 | 0.615 | 0.584 | |
| PANTHERModality=Unimodal Fusion, Features=H+S, Fusion strategy=mean2026.02 | 0.582 | 0.547 | 0.501 | 0.534 | 0.55 | |
| SurvPathModality=Multimodal, Features=H+G2026.02 | 0.58 | 0.615 | 0.59 | 0.58 | 0.622 | |
| PANTHERModality=Unimodal Fusion, Features=H+S, Fusion strategy=concatenation2026.02 | 0.577 | 0.579 | 0.553 | 0.548 | 0.556 | |
| PANTHERModality=Unimodal, Features=H histology2026.02 | 0.56 | 0.573 | 0.542 | 0.557 | 0.557 | |
| PORPOISEModality=Multimodal, Features=H+G, Fusion strategy=bilinear2026.02 | 0.548 | 0.568 | 0.555 | 0.639 | 0.511 | |
| ProSurvModality=Multimodal, Features=H+G, Fusion strategy=concatenation2026.02 | 0.546 | 0.602 | 0.6 | 0.61 | 0.541 | |
| CLAMModality=Unimodal, Features=S spatial transcriptomics2026.02 | 0.538 | 0.601 | 0.476 | 0.477 | 0.537 | |
| PORPOISEModality=Multimodal, Features=H+G, Fusion strategy=concatenation2026.02 | 0.527 | 0.569 | 0.569 | 0.639 | 0.508 |