Medical Visual Question Answering on VQA-RAD closed-end
84.86AccuracyV2T-COT(Phi2)
Evaluation Results
| Method | Links | |
|---|---|---|
| V2T-COT(Phi2)w/ MLLM=true, Act.=2.7B2025.06 | 84.86 | |
| LLaVA-Medtraining_setting=fully finetuned2024.04 | 84.2 | |
| LLaVA-Med(LLama)w/ MLLM=true, Act.=7B2025.06 | 84.19 | |
| MedThinkw/ MLLM=false, Act.=223M2025.06 | 83.5 | |
| VL Encoder-Decoderw/ MLLM=false2025.06 | 82.47 | |
| LLaVA-Med(Vicuna)w/ MLLM=true, Act.=7B2025.06 | 81.98 | |
| LLaVA-Med(Phi2)w/ MLLM=true, Act.=2.7B2025.06 | 81.35 | |
| Q2ATransformerw/ MLLM=false2025.06 | 81.2 | |
| V2T-COT(Phi2)w/ MLLM=true, Act.=2.7B2025.06 | 80.1 | |
| V2T-COT (Stablelm)w/ MLLM=true, Act.=1.6B2025.06 | 80.08 | |
| Med-MoEw/ MLLM=true, Act.=2.0B2025.06 | 80.07 | |
| PubMedCLIPw/ MLLM=false2025.06 | 80 | |
| V2T-COT (Stablelm)w/ MLLM=true, Act.=1.6B2025.06 | 79.69 | |
| MEDALIGNMed-LVLM=HuatuoGPT-Vision + LoRA2025.12 | 78.74 | |
| AVISCMed-LVLM=HuatuoGPT-Vision + LoRA2025.12 | 78.35 | |
| MMBERTw/ MLLM=false2025.06 | 78.1 | |
| VCDMed-LVLM=HuatuoGPT-Vision + LoRA2025.12 | 77.95 | |
| DoLaMed-LVLM=HuatuoGPT-Vision + LoRA2025.12 | 77.95 | |
| M3IDMed-LVLM=HuatuoGPT-Vision + LoRA2025.12 | 77.95 | |
| DAMROMed-LVLM=HuatuoGPT-Vision + LoRA2025.12 | 77.95 | |
| MMBERTw/ MLLM=false2025.06 | 77.9 | |
| NucleusMed-LVLM=HuatuoGPT-Vision + LoRA2025.12 | 77.56 | |
| PAIMed-LVLM=HuatuoGPT-Vision + LoRA2025.12 | 77.17 | |
| GreedyMed-LVLM=HuatuoGPT-Vision + LoRA2025.12 | 76.77 | |
| BeamMed-LVLM=HuatuoGPT-Vision + LoRA2025.12 | 76.77 | |
| OPERAMed-LVLM=HuatuoGPT-Vision + LoRA2025.12 | 76.77 | |
| Med-MoEw/ MLLM=true, Act.=2.0B2025.06 | 76.56 | |
| OPERAMed-LVLM=LLaVA-Med-1.5 + LoRA2025.12 | 74.8 | |
| MEDALIGNMed-LVLM=LLaVA-Med-1.5 + LoRA2025.12 | 74.8 | |
| GreedyMed-LVLM=LLaVA-Med-1.5 + LoRA2025.12 | 74.41 | |
| BeamMed-LVLM=LLaVA-Med-1.5 + LoRA2025.12 | 74.41 | |
| DoLaMed-LVLM=LLaVA-Med-1.5 + LoRA2025.12 | 74.41 | |
| AVISCMed-LVLM=LLaVA-Med-1.5 + LoRA2025.12 | 74.41 | |
| PAIMed-LVLM=LLaVA-Med-1.5 + LoRA2025.12 | 74.41 | |
| M3IDMed-LVLM=LLaVA-Med-1.5 + LoRA2025.12 | 74.02 | |
| NucleusMed-LVLM=LLaVA-Med-1.5 + LoRA2025.12 | 73.62 | |
| VCDMed-LVLM=LLaVA-Med-1.5 + LoRA2025.12 | 73.62 | |
| DAMROMed-LVLM=LLaVA-Med-1.5 + LoRA2025.12 | 73.62 | |
| LLaVA-1.52024.04 | 68.9 | |
| MOVAbackbone_parameters=7B2024.04 | 68.9 | |
| BiomedGPT-Mw/ MLLM=false2025.06 | 65.07 | |
| LLAVAw/ MLLM=true, Act.=7B2025.06 | 65.07 | |
| Gemini Prow/ MLLM=false2025.06 | 60.29 | |
| Gemini Prow/ MLLM=false2025.06 | 60.22 | |
| LLaVA-Medtraining_setting=1-epoch finetuned2024.04 | 56.3 |