HER2 Status Prediction on TCGA-BRCA (patient-level 5-fold CV)
0.865AUCHERO
Evaluation Results
| Method | Links | |
|---|---|---|
| HERObackbone=LoRA-tuned Qwen2.5-VL-7B2026.06 | 0.865 | |
| SurvPathreimplementation=true2026.06 | 0.815 | |
| MOTCatreimplementation=true2026.06 | 0.795 | |
| VLM + TransMIL Top-64backbone=LoRA-tuned Qwen2.5-VL-7B, retrieval=TransMIL-selected Top-64 evidence2026.06 | 0.775 | |
| MCATreimplementation=true2026.06 | 0.768 | |
| SNNTransreimplementation=true2026.06 | 0.765 | |
| MDAgentreimplementation=true2026.06 | 0.755 | |
| SNNreimplementation=true2026.06 | 0.725 | |
| GPT-4oreimplementation=true2026.06 | 0.71 | |
| TransMIL2026.06 | 0.687 | |
| ABMIL2026.06 | 0.655 | |
| VLM + Rand. Top-64backbone=LoRA-tuned Qwen2.5-VL-7B, retrieval=Random Top-64 evidence2026.06 | 0.625 |