Medical Visual Question Answering

Benchmarks

Dataset Name	SOTA Method	Metric
SLAKE	VisionZip	Accuracy90.62	289	24d ago
VQA-RAD	Robust-MMR	Accuracy80.4	251	24d ago
VQA-Med Open	InternVL3-2B	ECE0.006	192	3mo ago
PathVQA		Overall Accuracy72.61	109	1mo ago
PathVQA	ViToS	Accuracy85.37	103	24d ago
PMC-VQA		Accuracy65.8	103	1mo ago
Pooled Medical VQA Datasets Open		ECE0.014	96	3mo ago
Pooled Medical VQA Datasets Closed		ECE0.005	96	3mo ago
SLAKE Open 1.0 (test)		ECE2.6	96	3mo ago
SLAKE Closed 1.0 (test)		ECE0	96	3mo ago
Pooled Medical VQA Datasets Open 5-fold CV		ACE0.068	96	3mo ago
Pooled Medical VQA Datasets Closed (5-fold CV)		ACE37.1	96	3mo ago
VQA-RAD (Closed)	Qwen3-VL-2B	ECE1.3	96	3mo ago
SLAKE Open	LLaVA-NeXT-34B	ACE45.2	96	3mo ago
SLAKE Closed	LLaVA-NeXT-7B	ACE36.7	96	3mo ago
VQA-Med Closed	InternVL3-38B	ECE0.013	96	3mo ago
SLAKE (test)	Ours	Closed Accuracy91.8	82	1mo ago
VQA-RAD (test)	Ours	Closed Accuracy87.9	65	1mo ago
OmniMedVQA (test)		CT Accuracy85.2	64	29d ago
PathVQA (test)	Meissa	Accuracy78.2	55	2mo ago
SLAKE closed-end	MEDALIGN	Accuracy92.39	54	4mo ago
MedXpertQA		Accuracy56	52	1mo ago
OMVQA	Hulu-Med-32B	Accuracy84.92	49	26d ago
MicroVQA	Qwen3-VL-8B-Instruct	Overall Accuracy67.1	48	2mo ago
OmniMedVQA	GMAI-VL	Accuracy88.5	48	1mo ago

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