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ResearchFormerly WizWand

Medical Visual Question Answering on PathVQA closed-end

93.63AccuracyMEDALIGN
61.982870.198978.41586.6311Jun 24, 2025Jul 24, 2025Aug 23, 2025Sep 22, 2025Oct 22, 2025Nov 21, 2025Dec 21, 2025
Updated 8mo ago

Evaluation results

MethodLinks
MEDALIGNMed-LVLM=HuatuoGPT-Vision + LoRA2025.1293.63
MEDALIGNMed-LVLM=LLaVA-Med-1.5 + LoRA2025.1293.51
NucleusMed-LVLM=HuatuoGPT-Vision + LoRA2025.1293.45
M3IDMed-LVLM=HuatuoGPT-Vision + LoRA2025.1293.39
AVISCMed-LVLM=HuatuoGPT-Vision + LoRA2025.1293.34
AVISCMed-LVLM=LLaVA-Med-1.5 + LoRA2025.1293.34
GreedyMed-LVLM=HuatuoGPT-Vision + LoRA2025.1293.31
OPERAMed-LVLM=LLaVA-Med-1.5 + LoRA2025.1293.28
PAIMed-LVLM=LLaVA-Med-1.5 + LoRA2025.1293.24
GreedyMed-LVLM=LLaVA-Med-1.5 + LoRA2025.1293.22
DoLaMed-LVLM=LLaVA-Med-1.5 + LoRA2025.1293.22
BeamMed-LVLM=HuatuoGPT-Vision + LoRA2025.1293.16
OPERAMed-LVLM=HuatuoGPT-Vision + LoRA2025.1293.16
VCDMed-LVLM=HuatuoGPT-Vision + LoRA2025.1293.01
DAMROMed-LVLM=HuatuoGPT-Vision + LoRA2025.1293.01
BeamMed-LVLM=LLaVA-Med-1.5 + LoRA2025.1292.98
PAIMed-LVLM=HuatuoGPT-Vision + LoRA2025.1292.95
NucleusMed-LVLM=LLaVA-Med-1.5 + LoRA2025.1292.95
VCDMed-LVLM=LLaVA-Med-1.5 + LoRA2025.1292.92
DAMROMed-LVLM=LLaVA-Med-1.5 + LoRA2025.1292.92
M3IDMed-LVLM=LLaVA-Med-1.5 + LoRA2025.1292.63
DoLaMed-LVLM=HuatuoGPT-Vision + LoRA2025.1291.71
LLaVA-Med(Vicuna)w/ MLLM=true, Act.=7B2025.0691.65
V2T-COT(Phi2)w/ MLLM=true, Act.=2.7B2025.0691.42
Med-MoEw/ MLLM=true, Act.=2.0B2025.0691.3
LLaVA-Med(LLama)w/ MLLM=true, Act.=7B2025.0691.21
V2T-COT (Stablelm)w/ MLLM=true, Act.=1.6B2025.0690.42
LLaVA-Med(Phi2)w/ MLLM=true, Act.=2.7B2025.0690.17
Q2ATransformerw/ MLLM=false2025.0688.5
Prefix T. Medical LMw/ MLLM=true, Act.=1.5B2025.0687
MedThinkw/ MLLM=false, Act.=223M2025.0687
BiomedGPT-Mw/ MLLM=false2025.0685.7
VL Encoder-Decoderw/ MLLM=false2025.0685.61
Gemini Prow/ MLLM=false2025.0670.3
LLAVAw/ MLLM=true, Act.=7B2025.0663.2