Survival Prediction on TCGA (test)
0.679BLCA ScoreDIMAF
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DIMAFModality=Multimodal2026.03 | 0.679 | 0.759 | — | — | 0.752 | — | 0.669 | 0.715 | — | — | — | |
| MLPModality=Transcriptomics2026.03 | 0.672 | 0.692 | — | — | 0.65 | — | 0.603 | 0.654 | — | — | — | |
| DIMAFxModality=Multimodal2026.03 | 0.67 | 0.76 | — | — | 0.745 | — | 0.656 | 0.708 | — | — | — | |
| DIMAFxtxModality=Transcriptomics2026.03 | 0.669 | 0.675 | — | — | 0.709 | — | 0.612 | 0.666 | — | — | — | |
| Pathway MLPModality=Transcriptomics2026.03 | 0.663 | 0.685 | — | — | 0.712 | — | 0.63 | 0.673 | — | — | — | |
| DIMAFxnodisModality=Multimodal2026.03 | 0.66 | 0.749 | — | — | 0.74 | — | 0.651 | 0.7 | — | — | — | |
| MMPModality=Multimodal2026.03 | 0.657 | 0.741 | — | — | 0.728 | — | 0.674 | 0.7 | — | — | — | |
| PROTOPATHModality=Multimodal2026.05 | 0.646 | 0.649 | — | 0.642 | — | — | — | 0.67 | — | 0.74 | 0.674 | |
| SNNModality=Gene2026.05 | 0.645 | 0.592 | — | 0.635 | — | — | — | 0.629 | — | 0.652 | 0.623 | |
| MMPModality=Multimodal2026.05 | 0.645 | 0.637 | — | 0.61 | — | — | — | 0.659 | — | 0.732 | 0.673 | |
| MCATModality=Multimodal2026.05 | 0.643 | 0.646 | — | 0.621 | — | — | — | 0.662 | — | 0.726 | 0.672 | |
| MOTCatModality=Multimodal2026.05 | 0.642 | 0.581 | — | 0.587 | — | — | — | 0.626 | — | 0.659 | 0.66 | |
| PORPOISEModality=Multimodal2026.05 | 0.642 | 0.621 | — | 0.617 | — | — | — | 0.65 | — | 0.702 | 0.669 | |
| SURVPATHModality=Multimodal2026.05 | 0.642 | 0.641 | — | 0.604 | — | — | — | 0.66 | — | 0.755 | 0.658 | |
| DSMILModality=WSI2026.05 | 0.641 | 0.627 | — | 0.604 | — | — | — | 0.632 | — | 0.66 | 0.627 | |
| MLPModality=Gene2026.05 | 0.638 | 0.606 | — | 0.623 | — | — | — | 0.63 | — | 0.656 | 0.626 | |
| PROTOPATH_wsiModality=WSI2026.05 | 0.633 | 0.582 | — | 0.541 | — | — | — | 0.614 | — | 0.702 | 0.614 | |
| MiCo2025.06 | 0.619 | 0.608 | 0.813 | 0.605 | 0.715 | 0.8 | 0.604 | 0.68 | — | — | — | |
| ILRA2025.06 | 0.612 | 0.551 | 0.722 | 0.6 | 0.663 | 0.688 | 0.59 | 0.632 | — | — | — | |
| TransMIL2025.06 | 0.61 | 0.555 | 0.76 | 0.565 | 0.694 | 0.773 | 0.585 | 0.649 | — | — | — | |
| SurvPathModality=Multimodal2026.03 | 0.61 | 0.713 | — | — | 0.737 | — | 0.608 | 0.667 | — | — | — | |
| PatchGCN2025.06 | 0.607 | 0.6 | 0.736 | 0.584 | 0.694 | 0.783 | 0.582 | 0.655 | — | — | — | |
| WiKG2025.06 | 0.607 | 0.582 | 0.752 | 0.579 | 0.704 | 0.763 | 0.595 | 0.654 | — | — | — | |
| HVTSurv2025.06 | 0.606 | 0.579 | 0.792 | 0.575 | 0.692 | 0.778 | 0.591 | 0.658 | — | — | — | |
| PANTHERModality=WSI2026.03 | 0.605 | 0.627 | — | — | 0.763 | — | 0.604 | 0.65 | — | — | — | |
| PROTOPATH_geneModality=Gene2026.05 | 0.604 | 0.582 | — | 0.557 | — | — | — | 0.597 | — | 0.629 | 0.614 | |
| TransMILModality=WSI2026.05 | 0.596 | 0.575 | — | 0.546 | — | — | — | 0.613 | — | 0.717 | 0.631 | |
| ABMILModality=WSI2026.05 | 0.593 | 0.602 | — | 0.544 | — | — | — | 0.608 | — | 0.691 | 0.608 | |
| RRTMIL2025.06 | 0.588 | 0.542 | 0.738 | 0.597 | 0.699 | 0.77 | 0.579 | 0.644 | — | — | — | |
| DIMAFxwsiModality=WSI2026.03 | 0.581 | 0.699 | — | — | 0.733 | — | 0.6 | 0.653 | — | — | — | |
| PIBDModality=Multimodal2026.05 | 0.571 | 0.621 | — | 0.541 | — | — | — | 0.61 | — | 0.68 | 0.612 | |
| PIBDModality=Multimodal2026.03 | 0.57 | 0.608 | — | — | 0.735 | — | 0.539 | 0.613 | — | — | — | |
| DeepGraphConv2025.06 | 0.563 | 0.581 | 0.739 | 0.591 | 0.681 | 0.738 | 0.581 | 0.639 | — | — | — | |
| Patch-GCNmode=weakly-supervised2021.07 | 0.56 | 0.58 | 0.824 | — | — | — | 0.585 | 0.636 | 0.629 | — | — | |
| AMIL2025.06 | 0.551 | 0.576 | 0.736 | 0.59 | 0.681 | 0.778 | 0.584 | 0.642 | — | — | — | |
| ABMILModality=WSI2026.03 | 0.541 | 0.624 | — | — | 0.688 | — | 0.57 | 0.606 | — | — | — | |
| Attention MILmode=weakly-supervised2021.07 | 0.536 | 0.564 | 0.787 | — | — | — | 0.559 | 0.611 | 0.625 | — | — | |
| CoxPHModality=Clinical2026.03 | 0.528 | 0.491 | — | — | 0.502 | — | 0.463 | 0.496 | — | — | — | |
| DeepAttnMISLmode=weakly-supervised2021.07 | 0.504 | 0.524 | 0.734 | — | — | — | 0.548 | 0.581 | 0.597 | — | — | |
| MIL (Deep Sets)mode=weakly-supervised2021.07 | 0.5 | 0.5 | 0.498 | — | — | — | 0.496 | 0.499 | 0.5 | — | — | |
| DeepGraphConvmode=weakly-supervised2021.07 | 0.499 | 0.574 | 0.816 | — | — | — | 0.552 | 0.62 | 0.659 | — | — |