Medical Report Generation on IU-Xray (BLEU, ROUGE, METEOR, RadGraph, CheXbert)
41.59BLEU-1MedQwen
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| MedQwen2026.04 | 41.59 | 37.76 | 11.61 | 42.06 | 29.65 | 64.93 | 33.38 | — | — | |
| RadFM2026.04 | 40.78 | 29.17 | 10.28 | 36.79 | 26.07 | 59.26 | 30.92 | — | — | |
| MedDr2026.04 | 37.71 | 33.19 | 12.22 | 39.49 | 28.35 | 56.47 | 32.34 | — | — | |
| LlamaMed-R2Fine-tuning strategy=Med-R2 strategy2025.04 | 30.3 | — | 16.9 | — | 30.5 | — | 25.9 | — | — | |
| LlamaMed-RFine-tuning strategy=Med-R strategy2025.04 | 28.3 | — | 17.8 | — | 29.8 | — | 19.8 | — | — | |
| Lingshu2025.04 | 25.2 | — | 6.1 | — | 29.7 | — | 26.8 | — | — | |
| MedGemma-4B2025.04 | 19.9 | — | 2.9 | — | 23.5 | — | 26.3 | — | — | |
| InternVL2026.04 | 18.27 | 11.21 | 1.73 | 18.22 | 13.43 | 24.17 | 20.03 | — | — | |
| Med-Flamingo2026.04 | 16.28 | 11.91 | 2.06 | 14.93 | 11.11 | 24.25 | 17.69 | — | — | |
| LLaVA Med2026.04 | 14.85 | 4.72 | 0.68 | 12.98 | 9.96 | 14.01 | 14.48 | — | — | |
| MedVLM-R12025.04 | 7.9 | — | 0.6 | — | 10.7 | — | 13.2 | — | — | |
| LLaVA-Med2025.04 | 6.6 | — | 2.6 | — | 13.2 | — | 7 | — | — | |
| RadFM2025.04 | 5.9 | — | 2.2 | — | 8.7 | — | 6.6 | — | — |