Medical Visual Question Answering on VQA-RAD Open
61.5AccuracyLLaVA-Med
Evaluation results
| Method | Links | |
|---|---|---|
| LLaVA-Medtraining_setting=fully finetuned2024.04 | 61.5 | |
| BeamMed-LVLM=HuatuoGPT-Vision + LoRA2025.12 | 43.75 | |
| MEDALIGNMed-LVLM=HuatuoGPT-Vision + LoRA2025.12 | 43.75 | |
| OPERAMed-LVLM=HuatuoGPT-Vision + LoRA2025.12 | 43.57 | |
| DoLaMed-LVLM=HuatuoGPT-Vision + LoRA2025.12 | 42.08 | |
| PAIMed-LVLM=HuatuoGPT-Vision + LoRA2025.12 | 41.83 | |
| M3IDMed-LVLM=HuatuoGPT-Vision + LoRA2025.12 | 41.79 | |
| GreedyMed-LVLM=HuatuoGPT-Vision + LoRA2025.12 | 41.37 | |
| VCDMed-LVLM=HuatuoGPT-Vision + LoRA2025.12 | 40.81 | |
| DAMROMed-LVLM=HuatuoGPT-Vision + LoRA2025.12 | 40.81 | |
| MEDALIGNMed-LVLM=LLaVA-Med-1.5 + LoRA2025.12 | 39.62 | |
| NucleusMed-LVLM=HuatuoGPT-Vision + LoRA2025.12 | 38.98 | |
| AVISCMed-LVLM=HuatuoGPT-Vision + LoRA2025.12 | 38.97 | |
| MOVAbackbone_parameters=7B2024.04 | 38.3 | |
| BeamMed-LVLM=LLaVA-Med-1.5 + LoRA2025.12 | 36.95 | |
| OPERAMed-LVLM=LLaVA-Med-1.5 + LoRA2025.12 | 36.91 | |
| GreedyMed-LVLM=LLaVA-Med-1.5 + LoRA2025.12 | 36.7 | |
| DoLaMed-LVLM=LLaVA-Med-1.5 + LoRA2025.12 | 36.7 | |
| NucleusMed-LVLM=LLaVA-Med-1.5 + LoRA2025.12 | 36.58 | |
| AVISCMed-LVLM=LLaVA-Med-1.5 + LoRA2025.12 | 36.58 | |
| M3IDMed-LVLM=LLaVA-Med-1.5 + LoRA2025.12 | 35.9 | |
| LLaVA-1.52024.04 | 35.3 | |
| VCDMed-LVLM=LLaVA-Med-1.5 + LoRA2025.12 | 35.12 | |
| DAMROMed-LVLM=LLaVA-Med-1.5 + LoRA2025.12 | 35.12 | |
| PAIMed-LVLM=LLaVA-Med-1.5 + LoRA2025.12 | 34.54 | |
| LLaVA-Medtraining_setting=1-epoch finetuned2024.04 | 28.6 |