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SOTA Medical Visual Question Answering benchmarks and papers with code | Wizwand
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Medical Visual Question Answering
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
SLAKE
Lingshu-32B
Accuracy
89.2
134
3d ago
VQA-RAD
Robust-MMR
Accuracy
80.4
106
3d ago
PathVQA
Upper Bound
Overall Accuracy
72.61
86
3d ago
SLAKE closed-end
MEDALIGN
Accuracy
92.39
54
3d ago
VQA-RAD closed-end
V2T-COT(Phi2)
Accuracy
84.86
45
3d ago
PMC-VQA
GPT-5
Accuracy
62
44
3d ago
PathVQA closed-end
MEDALIGN
Accuracy
93.63
35
3d ago
OmniMedVQA (test)
M3LLM-8B
CT Accuracy
85.1
29
3d ago
SLAKE (test)
Dragonfly-Med
Closed Accuracy
91.6
29
3d ago
SLAKE Open
MEDALIGN
Accuracy
86.85
26
3d ago
VQA-RAD Open
LLaVA-Med
Accuracy
61.5
26
3d ago
MicroVQA
GPT-o4-mini
Overall Accuracy
65
25
3d ago
MMMU H&M
GPT-o4-mini
Accuracy
0.7875
25
3d ago
OmniMedVQA Close
MEDALIGN
Accuracy
93.6
22
3d ago
IU-Xray (Close)
MEDALIGN
Accuracy
86.22
22
3d ago
PathVQA Open
MEDALIGN
Accuracy
38.65
22
3d ago
MMMU
MedVLThinker-32B RL
Accuracy
70
19
3d ago
MedXpertQA
GEMINI-3-FLASH
Accuracy
56
19
3d ago
OmniMedVQA
LINGSHU-7B + MED-SCOUT
Accuracy
81.9
18
3d ago
Medical VQA Suite (MMMU-Med, VQA-RAD, SLAKE, PathVQA, PMC-VQA, OmniMedVQA, MedXpertQA)
Gemini-2.5-Flash
MMMU-Med Score
76.9
18
3d ago
OBScan Overall
Phi3.5V-Med
Accuracy
92.13
16
3d ago
OBScan Closed
Phi3.5V-Med
Accuracy
0.9939
16
3d ago
OBScan Open
Phi3.5V-Med
Recall
81.11
16
3d ago
MIMIC-Ext-VQA (Overall)
Phi3.5V-Med
Accuracy
77.95
16
3d ago
MIMIC-Ext-VQA Closed
Phi3.5V-Med
Accuracy
89.53
16
3d ago
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