Medical Report Generation on MIMIC-CXR (Standard NLG + Clinical Metrics)
25.69ROUGE-LMedQwen
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MedQwen2026.04 | 25.69 | — | 25.47 | — | — | — | — | 29.4 | 33.74 | 738 | 36.43 | 44.19 | |
| MedDr2026.04 | 22.59 | — | 23.77 | — | — | — | — | 22.44 | 27.28 | 759 | 32.58 | 34.18 | |
| RadFM2026.04 | 20.52 | — | 20.42 | — | — | — | — | 18.25 | 22.19 | 555 | 28.88 | 31.18 | |
| MEDALIGNBackbone=HuatuoGPT-Vision-7B, Tuning=LoRA2025.12 | 19.32 | 4.76 | 22.02 | 86.02 | 29.53 | 12.82 | 44.96 | — | — | — | — | — | |
| MedGemma1.52026.06 | 18.98 | — | 17.72 | — | — | — | — | — | 21.24 | 3.64 | — | — | |
| EasyLensBackbone=MedGemma1.52026.06 | 18.91 | — | 17.63 | — | — | — | — | — | 21.38 | 3.63 | — | — | |
| MEDALIGNBase Model=LLaVA-Med-1.5, Fine-tuning=LoRA2025.12 | 18.43 | 4.51 | 20.8 | 86 | 25.67 | 10.92 | 42.03 | — | — | — | — | — | |
| BeamBackbone=HuatuoGPT-Vision-7B, Tuning=LoRA2025.12 | 18.26 | 4.16 | 19.79 | 85.84 | 27.56 | 10.85 | 42.38 | — | — | — | — | — | |
| GreedyBackbone=HuatuoGPT-Vision-7B, Tuning=LoRA2025.12 | 18.11 | 4.22 | 20.54 | 85.79 | 27.49 | 11.75 | 43.39 | — | — | — | — | — | |
| OPERABackbone=HuatuoGPT-Vision-7B, Tuning=LoRA2025.12 | 18.03 | 4.04 | 19.8 | 85.73 | 28.15 | 10.6 | 41.93 | — | — | — | — | — | |
| DoLaBackbone=HuatuoGPT-Vision-7B, Tuning=LoRA2025.12 | 17.37 | 3.98 | 20.9 | 85.47 | 26.33 | 11.39 | 42.71 | — | — | — | — | — | |
| VCDBackbone=HuatuoGPT-Vision-7B, Tuning=LoRA2025.12 | 17.25 | 3.73 | 20.2 | 85.53 | 25.8 | 10.69 | 42.54 | — | — | — | — | — | |
| DAMROBackbone=HuatuoGPT-Vision-7B, Tuning=LoRA2025.12 | 17.25 | 3.73 | 20.2 | 85.53 | 25.8 | 10.69 | 42.54 | — | — | — | — | — | |
| M3IDBackbone=HuatuoGPT-Vision-7B, Tuning=LoRA2025.12 | 17.08 | 3.74 | 20.74 | 85.25 | 26.91 | 10.67 | 42.37 | — | — | — | — | — | |
| NucleusBackbone=HuatuoGPT-Vision-7B, Tuning=LoRA2025.12 | 16.93 | 3.61 | 19.56 | 85.35 | 26.72 | 9.96 | 41.66 | — | — | — | — | — | |
| PAIBackbone=HuatuoGPT-Vision-7B, Tuning=LoRA2025.12 | 16.92 | 3.87 | 20.86 | 84.59 | 26.8 | 10.57 | 42.48 | — | — | — | — | — | |
| MedGemma2026.06 | 16.89 | — | 13.67 | — | — | — | — | — | 14.39 | 1.73 | — | — | |
| VCDBase Model=LLaVA-Med-1.5, Fine-tuning=LoRA2025.12 | 16.88 | 3.74 | 19.03 | 85.56 | 22.98 | 9.56 | 40.93 | — | — | — | — | — | |
| BeamBase Model=LLaVA-Med-1.5, Fine-tuning=LoRA2025.12 | 16.85 | 3.66 | 20.68 | 85.51 | 25 | 9.91 | 41.46 | — | — | — | — | — | |
| OPERABase Model=LLaVA-Med-1.5, Fine-tuning=LoRA2025.12 | 16.77 | 3.56 | 20.1 | 85.46 | 24.31 | 9.81 | 41.33 | — | — | — | — | — | |
| PAIBase Model=LLaVA-Med-1.5, Fine-tuning=LoRA2025.12 | 16.65 | 3.63 | 18.61 | 85.6 | 24.51 | 9.6 | 40.49 | — | — | — | — | — | |
| DAMROBase Model=LLaVA-Med-1.5, Fine-tuning=LoRA2025.12 | 16.63 | 3.42 | 18.87 | 85.48 | 23.3 | 9.46 | 40.8 | — | — | — | — | — | |
| GreedyBase Model=LLaVA-Med-1.5, Fine-tuning=LoRA2025.12 | 16.49 | 3.5 | 18.71 | 85.54 | 23.43 | 9.63 | 40.49 | — | — | — | — | — | |
| DoLaBase Model=LLaVA-Med-1.5, Fine-tuning=LoRA2025.12 | 16.45 | 3.48 | 18.66 | 85.54 | 23.34 | 9.52 | 40.49 | — | — | — | — | — | |
| AVISCBase Model=LLaVA-Med-1.5, Fine-tuning=LoRA2025.12 | 16.36 | 3.31 | 18.64 | 85.48 | 23.31 | 9.02 | 40.36 | — | — | — | — | — | |
| NucleusBase Model=LLaVA-Med-1.5, Fine-tuning=LoRA2025.12 | 16.35 | 3.48 | 18.93 | 85.5 | 22.21 | 9.27 | 40.08 | — | — | — | — | — | |
| AVISCBackbone=HuatuoGPT-Vision-7B, Tuning=LoRA2025.12 | 16.15 | 3.55 | 19.71 | 84.7 | 25.84 | 10.09 | 42.07 | — | — | — | — | — | |
| M3IDBase Model=LLaVA-Med-1.5, Fine-tuning=LoRA2025.12 | 16.13 | 3.14 | 18.52 | 85.39 | 22.42 | 9.15 | 39.74 | — | — | — | — | — | |
| InternVL2026.04 | 15.61 | — | 17.54 | — | — | — | — | 6.7 | 25.58 | 169 | 22.87 | 15.9 | |
| Med-Flamingo2026.04 | 14.6 | — | 14.02 | — | — | — | — | 7.13 | 22.43 | 191 | 21.69 | 18.69 | |
| Hulu-Med2026.06 | 14.45 | — | 11.63 | — | — | — | — | — | 6.97 | 1.11 | — | — | |
| LLaVA Med2026.04 | 13.9 | — | 13.25 | — | — | — | — | 6.36 | 19.34 | 96 | 21.44 | 15.56 | |
| LLaVA-Med2026.06 | 8.37 | — | 4.68 | — | — | — | — | — | 0.74 | 0.04 | — | — | |
| RadFM2026.06 | 4.37 | — | 2.24 | — | — | — | — | — | 0.11 | 0.01 | — | — |