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SOTA Knowledge-based Visual Question Answering benchmarks and papers with code | Wizwand
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Knowledge-based Visual Question Answering
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
OKVQA
GPT-4o
Accuracy
0.885
101
1mo ago
INFOSEEK Unseen Question
DBAgent (SFT: InfoSeek)
Accuracy
46.5
54
1mo ago
E-VQA Single-Hop
PMSR
Accuracy
59.9
52
2mo ago
OK-VQA
HinD-CoT-Know
VQA Score
68.6
41
23d ago
OKVQA (val)
SMoLA-PaLI-X_FT (Specialist)
Accuracy
66.7
27
4mo ago
KB-VQA Aggregate
InternVL3.5-38B + LoT
Average Score
37.5
20
3mo ago
ViQuAE (test)
InternVL3.5-38B + LoT
Overall Accuracy
61
20
3mo ago
OVEN (val)
Qwen3-VL-4B
Accuracy (All)
25.1
20
3mo ago
INFOSEEK (Unseen Entity)
DBAgent (SFT: InfoSeek)
Accuracy
51
19
3mo ago
INFOSEEK
VLM-PRF w/ RL
FR (All)
42.5
18
2mo ago
E-VQA
LLaVA-1.5
Final Fidelity Rate
12.5
18
2mo ago
OKVQA (test)
LamRA
Accuracy
64.3
18
1mo ago
Infoseek (test)
ProMSA
Accuracy
53.4
17
26d ago
InfoSeek All
DBAgent (SFT: InfoSeek)
Accuracy
49.9
16
3mo ago
E-VQA All
DBAgent (SFT: E-VQA)
Accuracy
45.8
15
3mo ago
OK-VQA v1.0 (test)
Ours + MCAN
Accuracy
61.2
15
4mo ago
E-VQA
IBA-Qwen
Accuracy
43.6
12
1mo ago
Knowledge Benchmarks
JARVIS
Average Score
48.2
12
4mo ago
A-OKVQA
EVIAN
Accuracy
74.93
9
3mo ago
A-OKVQA (val)
BLIP VQAv2 + SelTDA
Accuracy
68.9
8
4mo ago
Infoseek M2KR
PMSR
Accuracy
50.5
7
3mo ago
A-OKVQA (test)
BLIP VQAv2
Accuracy
59.5
7
4mo ago
OKVQA M2KR
PaLM-E
VQA Score
0.661
6
4mo ago
INFOSEEK (Overall)
MMhops-R1
Accuracy
33.2
5
4mo ago
A-OKVQA n=1145 (held-out)
Π2
Per-Class Loss
0.3805
3
2mo ago
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