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ResearchFormerly WizWand

Medical Visual Question Answering on PMC-VQA (Accuracy)

63.05AccuracyViToS
9.38623.31837.2551.182Jun 30, 2026
Updated 4mo ago

Evaluation results

MethodLinks
ViToSBackbone=Lingshu-32B2026.0663.05
VisionZipBackbone=Lingshu-32B2026.0662.9
VScanBackbone=Lingshu-32B2026.0662.7
ViToSBackbone=Lingshu-7B2026.0662.4
ViToS2026.0662.4
PDropBackbone=Lingshu-32B2026.0661.95
FastVBackbone=Lingshu-32B2026.0661.75
BaselineBackbone=Lingshu-32B2026.0661.7
BaselineBackbone=Lingshu-7B2026.0660.2
ViTAR2026.0657.2
VisionZipBackbone=HuatuoGPT-Vision-7B2026.0655.6
VScanBackbone=HuatuoGPT-Vision-7B2026.0655.4
BaselineBackbone=HuatuoGPT-Vision-7B2026.0655.05
VisionZipBackbone=Lingshu-7B2026.0654.63
PDropBackbone=Lingshu-7B2026.0654
VScanBackbone=Lingshu-7B2026.0653.9
MedCCO2026.0653.2
ViToSBackbone=HuatuoGPT-Vision-7B2026.0652.4
FastVBackbone=Lingshu-7B2026.0651.6
MedVLThinker2026.0651.6
FastVBackbone=HuatuoGPT-Vision-7B2026.0650.05
PDropBackbone=HuatuoGPT-Vision-7B2026.0649.2
Med-R12026.0645.8
MedVLM-R12026.0644.8
Qwen3-VL-8B-Instruct(MRPO)Backbone=Qwen3-VL-8B-Instruct, Training=MRPO2026.0633
InternVL3-8B-Instruct(MRPO)Backbone=InternVL3-8B-Instruct, Training=MRPO2026.0631.6
HuatuoGPT-Vision-34BBackbone=HuatuoGPT-Vision-34B2026.0631.3
Qwen3-VL-8B-InstructBackbone=Qwen3-VL-8B-Instruct2026.0631
Qwen2.5-VL-7B-Instruct(MRPO)Backbone=Qwen2.5-VL-7B-Instruct, Training=MRPO2026.0630.85
Qwen3-VL-8B-ThinkingBackbone=Qwen3-VL-8B, Mode=Thinking2026.0630.75
InternVL3-8B-InstructBackbone=InternVL3-8B-Instruct2026.0630
Chiron-o1-8BBackbone=Chiron-o1-8B2026.0629.3
QoQ-Med-7BBackbone=QoQ-Med-7B2026.0628.9
MedVLThinker-7BTraining=GRPO2026.0628.9
Qwen2.5-VL-7B-InstructBackbone=Qwen2.5-VL-7B-Instruct2026.0628.35
HuatuoGPT-Vision-7BBackbone=HuatuoGPT-Vision-7B2026.0627.9
MedVLM-R1-2BTraining=GRPO2026.0623.35
LLaVA-Med-v1.5-7BBackbone=LLaVA-Med-v1.5-7B2026.0620.65
LLaVA-v1.6-34BBackbone=LLaVA-v1.6-34B2026.0615.9
LLaVA-v1.6-7BBackbone=LLaVA-v1.6-7B2026.0611.45