Brain Tumor Classification on TCGA
77.9Oligo PrecisionPM-EF_WG
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PM-EF_WGFramework=PathMoE, Modality=WSI visual + Graph (WG)2026.03 | 77.9 | 58 | 62.9 | 69.9 | 65.5 | 66.5 | 79.8 | 89.3 | 83.5 | 75.9 | 70.9 | 70.9 | |
| S4MIL2026.03 | 67.5 | 40.7 | 45.8 | 59.4 | 66.7 | 61.1 | 80.3 | 87.2 | 83 | 69.1 | 64.9 | 63.3 | |
| CLAM2026.03 | 65.2 | 53.4 | 52.8 | 63.5 | 60.2 | 57.6 | 86 | 85.7 | 84.9 | 71.6 | 66.4 | 65.1 | |
| MambaMIL2026.03 | 63.4 | 67.8 | 59.6 | 58.8 | 55.6 | 54.4 | 80.7 | 76.9 | 77.7 | 67.7 | 66.8 | 63.9 | |
| EF_WModality=WSI visual (W)2026.03 | 59.2 | 63.7 | 59 | 65.9 | 56.5 | 58.6 | 82.6 | 84.3 | 82.7 | 69.3 | 68.2 | 66.8 | |
| PM-SG_WGFramework=PathMoE, Modality=WSI visual + Graph (WG)2026.03 | 56.9 | 48.9 | 47.7 | 64.5 | 55.6 | 54.5 | 82 | 89.9 | 85.3 | 67.8 | 64.8 | 62.5 | |
| SG_WModality=WSI visual (W)2026.03 | 55.7 | 51.5 | 49.9 | 65.4 | 53.2 | 52.7 | 80.5 | 89.3 | 84 | 67.2 | 64.7 | 62.2 | |
| TransMIL2026.03 | 52.6 | 50.9 | 49.6 | 55 | 55.8 | 53.3 | 81.2 | 85.7 | 82.1 | 62.9 | 64.1 | 61.7 |