3-year Mortality Classification on Five TCGA Cohorts (UCEC, LUAD, LGG, BRCA, BLCA)
68.9AUROCPretrained (LP)
Evaluation results
| Method | Links | |
|---|---|---|
| Pretrained (LP)Pre-training status=Pretrained, Evaluation protocol=Linear probing2026.04 | 68.9 | |
| Song2026.04 | 67.2 | |
| Pretrained (FT)Pre-training status=Pretrained, Evaluation protocol=Fine-tuned2026.04 | 66.9 | |
| CrossAttnFusion=Cross-Attention2026.04 | 66.1 | |
| Scratch (FT)Pre-training status=From Scratch, Evaluation protocol=Fine-tuned2026.04 | 65.6 | |
| EarlyFusion=Early2026.04 | 65.5 | |
| MulT2026.04 | 65 | |
| LateFusion=Late2026.04 | 64.6 | |
| TensorFusion2026.04 | 64.5 | |
| Img-onlyModality=Image2026.04 | 64 | |
| MAGGate2026.04 | 63.9 | |
| Porpoise2026.04 | 63.9 | |
| ABMIL2026.04 | 63.8 | |
| Scratch (LP)Pre-training status=From Scratch, Evaluation protocol=Linear probing2026.04 | 63.6 | |
| MCAT2026.04 | 62.6 | |
| PathOmics2026.04 | 62.1 | |
| Text-onlyModality=Text2026.04 | 61.9 | |
| SNN2026.04 | 59.4 | |
| RNA-onlyModality=RNA2026.04 | 58.7 |