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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
247
1mo ago
VQA-RAD
Robust-MMR
Accuracy
80.4
228
2d ago
VQA-Med Open
InternVL3-2B
ECE
0.006
192
1mo ago
PMC-VQA
GPT-5.4
Accuracy
65.8
103
6d ago
Pooled Medical VQA Datasets Open
Histogram Binning
ECE
0.014
96
1mo ago
Pooled Medical VQA Datasets Closed
Platt Scaling
ECE
0.005
96
1mo ago
SLAKE Open 1.0 (test)
Hist. Binning
ECE
2.6
96
1mo ago
SLAKE Closed 1.0 (test)
Platt Scaling
ECE
0
96
1mo ago
Pooled Medical VQA Datasets Open 5-fold CV
Isotonic Regr.
ACE
0.068
96
1mo ago
Pooled Medical VQA Datasets Closed (5-fold CV)
Uncalibrated
ACE
37.1
96
1mo ago
VQA-RAD (Closed)
Qwen3-VL-2B
ECE
1.3
96
1mo ago
SLAKE Open
LLaVA-NeXT-34B
ACE
45.2
96
1mo ago
SLAKE Closed
LLaVA-NeXT-7B
ACE
36.7
96
1mo ago
VQA-Med Closed
InternVL3-38B
ECE
0.013
96
1mo ago
PathVQA
Upper Bound
Overall Accuracy
72.61
92
6d ago
PathVQA
TMA-AllCompon
Accuracy
76.8
80
2d ago
SLAKE (test)
Ours
Closed Accuracy
91.8
67
8d ago
PathVQA (test)
Meissa
Accuracy
78.2
55
8d ago
SLAKE closed-end
MEDALIGN
Accuracy
92.39
54
3mo ago
OmniMedVQA (test)
M3LLM-8B
CT Accuracy
85.1
50
1mo ago
VQA-RAD (test)
Ours
Closed Accuracy
87.9
50
8d ago
MicroVQA
Qwen3-VL-8B-Instruct
Overall Accuracy
67.1
48
21d ago
OmniMedVQA
GMAI-VL
Accuracy
88.5
48
2d ago
VQA-RAD closed-end
V2T-COT(Phi2)
Accuracy
84.86
45
3mo ago
MedXpertQA
GEMINI-3-FLASH
Accuracy
56
44
1mo ago
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