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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
239
4d ago
VQA-RAD
Robust-MMR
Accuracy
80.4
198
4d ago
VQA-Med Open
InternVL3-2B
ECE
0.006
192
12d ago
Pooled Medical VQA Datasets Open
Histogram Binning
ECE
0.014
96
12d ago
Pooled Medical VQA Datasets Closed
Platt Scaling
ECE
0.005
96
12d ago
SLAKE Open 1.0 (test)
Hist. Binning
ECE
2.6
96
12d ago
SLAKE Closed 1.0 (test)
Platt Scaling
ECE
0
96
12d ago
Pooled Medical VQA Datasets Open 5-fold CV
Isotonic Regr.
ACE
0.068
96
12d ago
Pooled Medical VQA Datasets Closed (5-fold CV)
Uncalibrated
ACE
37.1
96
12d ago
VQA-RAD (Closed)
Qwen3-VL-2B
ECE
1.3
96
12d ago
SLAKE Open
LLaVA-NeXT-34B
ACE
45.2
96
12d ago
SLAKE Closed
LLaVA-NeXT-7B
ACE
36.7
96
12d ago
VQA-Med Closed
InternVL3-38B
ECE
0.013
96
12d ago
PathVQA
Upper Bound
Overall Accuracy
72.61
86
15d ago
PMC-VQA
GPT-5
Accuracy
62
74
4d ago
SLAKE (test)
Ours
Overall Accuracy
91
56
22d ago
PathVQA (test)
Meissa
Accuracy
78.2
55
19d ago
SLAKE closed-end
MEDALIGN
Accuracy
92.39
54
1mo ago
PathVQA
TMA-AllCompon
Accuracy
76.8
50
9d ago
OmniMedVQA (test)
M3LLM-8B
CT Accuracy
85.1
50
4d ago
VQA-RAD closed-end
V2T-COT(Phi2)
Accuracy
84.86
45
1mo ago
MedXpertQA
GEMINI-3-FLASH
Accuracy
56
44
4d ago
Pooled Medical VQA Closed-ended
HAC-Gate
AUROC
0.705
40
12d ago
MMMU Health & Medicine (test)
OpenAI-o3
Accuracy
74.5
39
4d ago
VQA-RAD (test)
MedCausalX
Accuracy
79.8
38
10d ago
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