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ResearchFormerly WizWand

Medical Visual Question Answering on VQA-RAD closed-end

84.86AccuracyV2T-COT(Phi2)
55.157662.868870.5878.2912Apr 19, 2024Jul 29, 2024Nov 8, 2024Feb 18, 2025May 31, 2025Sep 10, 2025Dec 21, 2025
Updated 8mo ago

Evaluation results

MethodLinks
V2T-COT(Phi2)w/ MLLM=true, Act.=2.7B2025.0684.86
LLaVA-Medtraining_setting=fully finetuned2024.0484.2
LLaVA-Med(LLama)w/ MLLM=true, Act.=7B2025.0684.19
MedThinkw/ MLLM=false, Act.=223M2025.0683.5
VL Encoder-Decoderw/ MLLM=false2025.0682.47
LLaVA-Med(Vicuna)w/ MLLM=true, Act.=7B2025.0681.98
LLaVA-Med(Phi2)w/ MLLM=true, Act.=2.7B2025.0681.35
Q2ATransformerw/ MLLM=false2025.0681.2
V2T-COT(Phi2)w/ MLLM=true, Act.=2.7B2025.0680.1
V2T-COT (Stablelm)w/ MLLM=true, Act.=1.6B2025.0680.08
Med-MoEw/ MLLM=true, Act.=2.0B2025.0680.07
PubMedCLIPw/ MLLM=false2025.0680
V2T-COT (Stablelm)w/ MLLM=true, Act.=1.6B2025.0679.69
MEDALIGNMed-LVLM=HuatuoGPT-Vision + LoRA2025.1278.74
AVISCMed-LVLM=HuatuoGPT-Vision + LoRA2025.1278.35
MMBERTw/ MLLM=false2025.0678.1
VCDMed-LVLM=HuatuoGPT-Vision + LoRA2025.1277.95
DoLaMed-LVLM=HuatuoGPT-Vision + LoRA2025.1277.95
M3IDMed-LVLM=HuatuoGPT-Vision + LoRA2025.1277.95
DAMROMed-LVLM=HuatuoGPT-Vision + LoRA2025.1277.95
MMBERTw/ MLLM=false2025.0677.9
NucleusMed-LVLM=HuatuoGPT-Vision + LoRA2025.1277.56
PAIMed-LVLM=HuatuoGPT-Vision + LoRA2025.1277.17
GreedyMed-LVLM=HuatuoGPT-Vision + LoRA2025.1276.77
BeamMed-LVLM=HuatuoGPT-Vision + LoRA2025.1276.77
OPERAMed-LVLM=HuatuoGPT-Vision + LoRA2025.1276.77
Med-MoEw/ MLLM=true, Act.=2.0B2025.0676.56
OPERAMed-LVLM=LLaVA-Med-1.5 + LoRA2025.1274.8
MEDALIGNMed-LVLM=LLaVA-Med-1.5 + LoRA2025.1274.8
GreedyMed-LVLM=LLaVA-Med-1.5 + LoRA2025.1274.41
BeamMed-LVLM=LLaVA-Med-1.5 + LoRA2025.1274.41
DoLaMed-LVLM=LLaVA-Med-1.5 + LoRA2025.1274.41
AVISCMed-LVLM=LLaVA-Med-1.5 + LoRA2025.1274.41
PAIMed-LVLM=LLaVA-Med-1.5 + LoRA2025.1274.41
M3IDMed-LVLM=LLaVA-Med-1.5 + LoRA2025.1274.02
NucleusMed-LVLM=LLaVA-Med-1.5 + LoRA2025.1273.62
VCDMed-LVLM=LLaVA-Med-1.5 + LoRA2025.1273.62
DAMROMed-LVLM=LLaVA-Med-1.5 + LoRA2025.1273.62
LLaVA-1.52024.0468.9
MOVAbackbone_parameters=7B2024.0468.9
BiomedGPT-Mw/ MLLM=false2025.0665.07
LLAVAw/ MLLM=true, Act.=7B2025.0665.07
Gemini Prow/ MLLM=false2025.0660.29
Gemini Prow/ MLLM=false2025.0660.22
LLaVA-Medtraining_setting=1-epoch finetuned2024.0456.3