Cancer Subtype Classification on TCGA-BRCA patient-level (5-fold CV)
99.5Macro AUCHERO
Evaluation Results
| Method | Links | |
|---|---|---|
| HERObackbone=LoRA-tuned Qwen2.5-VL-7B2026.06 | 99.5 | |
| SurvPathreimplementation=true2026.06 | 98.5 | |
| MOTCatreimplementation=true2026.06 | 98 | |
| VLM + TransMIL Top-64backbone=LoRA-tuned Qwen2.5-VL-7B, retrieval=TransMIL-selected Top-64 evidence2026.06 | 97.8 | |
| MCATreimplementation=true2026.06 | 97.5 | |
| TransMIL2026.06 | 97.2 | |
| MDAgentreimplementation=true2026.06 | 97.2 | |
| SNNTransreimplementation=true2026.06 | 97 | |
| SNNreimplementation=true2026.06 | 95.8 | |
| ABMIL2026.06 | 95.5 | |
| GPT-4oreimplementation=true2026.06 | 95 | |
| VLM + Rand. Top-64backbone=LoRA-tuned Qwen2.5-VL-7B, retrieval=Random Top-64 evidence2026.06 | 86.5 |