Medical Visual Question Answering on PathVQA closed-end
93.63AccuracyMEDALIGN
Evaluation Results
| Method | Links | |
|---|---|---|
| MEDALIGNMed-LVLM=HuatuoGPT-Vision + LoRA2025.12 | 93.63 | |
| MEDALIGNMed-LVLM=LLaVA-Med-1.5 + LoRA2025.12 | 93.51 | |
| NucleusMed-LVLM=HuatuoGPT-Vision + LoRA2025.12 | 93.45 | |
| M3IDMed-LVLM=HuatuoGPT-Vision + LoRA2025.12 | 93.39 | |
| AVISCMed-LVLM=HuatuoGPT-Vision + LoRA2025.12 | 93.34 | |
| AVISCMed-LVLM=LLaVA-Med-1.5 + LoRA2025.12 | 93.34 | |
| GreedyMed-LVLM=HuatuoGPT-Vision + LoRA2025.12 | 93.31 | |
| OPERAMed-LVLM=LLaVA-Med-1.5 + LoRA2025.12 | 93.28 | |
| PAIMed-LVLM=LLaVA-Med-1.5 + LoRA2025.12 | 93.24 | |
| GreedyMed-LVLM=LLaVA-Med-1.5 + LoRA2025.12 | 93.22 | |
| DoLaMed-LVLM=LLaVA-Med-1.5 + LoRA2025.12 | 93.22 | |
| BeamMed-LVLM=HuatuoGPT-Vision + LoRA2025.12 | 93.16 | |
| OPERAMed-LVLM=HuatuoGPT-Vision + LoRA2025.12 | 93.16 | |
| VCDMed-LVLM=HuatuoGPT-Vision + LoRA2025.12 | 93.01 | |
| DAMROMed-LVLM=HuatuoGPT-Vision + LoRA2025.12 | 93.01 | |
| BeamMed-LVLM=LLaVA-Med-1.5 + LoRA2025.12 | 92.98 | |
| PAIMed-LVLM=HuatuoGPT-Vision + LoRA2025.12 | 92.95 | |
| NucleusMed-LVLM=LLaVA-Med-1.5 + LoRA2025.12 | 92.95 | |
| VCDMed-LVLM=LLaVA-Med-1.5 + LoRA2025.12 | 92.92 | |
| DAMROMed-LVLM=LLaVA-Med-1.5 + LoRA2025.12 | 92.92 | |
| M3IDMed-LVLM=LLaVA-Med-1.5 + LoRA2025.12 | 92.63 | |
| DoLaMed-LVLM=HuatuoGPT-Vision + LoRA2025.12 | 91.71 | |
| LLaVA-Med(Vicuna)w/ MLLM=true, Act.=7B2025.06 | 91.65 | |
| V2T-COT(Phi2)w/ MLLM=true, Act.=2.7B2025.06 | 91.42 | |
| Med-MoEw/ MLLM=true, Act.=2.0B2025.06 | 91.3 | |
| LLaVA-Med(LLama)w/ MLLM=true, Act.=7B2025.06 | 91.21 | |
| V2T-COT (Stablelm)w/ MLLM=true, Act.=1.6B2025.06 | 90.42 | |
| LLaVA-Med(Phi2)w/ MLLM=true, Act.=2.7B2025.06 | 90.17 | |
| Q2ATransformerw/ MLLM=false2025.06 | 88.5 | |
| Prefix T. Medical LMw/ MLLM=true, Act.=1.5B2025.06 | 87 | |
| MedThinkw/ MLLM=false, Act.=223M2025.06 | 87 | |
| BiomedGPT-Mw/ MLLM=false2025.06 | 85.7 | |
| VL Encoder-Decoderw/ MLLM=false2025.06 | 85.61 | |
| Gemini Prow/ MLLM=false2025.06 | 70.3 | |
| LLAVAw/ MLLM=true, Act.=7B2025.06 | 63.2 |