SOTA Knowledge-based Visual Question Answering benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
OKVQA	PaLM-E(562B)	Accuracy0.661	79	1mo ago
OK-VQA	HinD-CoT-Know	VQA Score68.6	32	16d ago
E-VQA Single-Hop	PMSR	Accuracy59.9	27	8d ago
OKVQA (val)	SMoLA-PaLI-X_FT (Specialist)	Accuracy66.7	27	1mo ago
KB-VQA Aggregate	InternVL3.5-38B + LoT	Average Score37.5	20	15d ago
ViQuAE (test)	InternVL3.5-38B + LoT	Overall Accuracy61	20	15d ago
OVEN (val)	Qwen3-VL-4B	Accuracy (All)25.1	20	15d ago
INFOSEEK (Unseen Entity)	DBAgent (SFT: InfoSeek)	Accuracy51	19	9d ago
INFOSEEK Unseen Question	DBAgent (SFT: InfoSeek)	Accuracy46.5	19	9d ago
InfoSeek All	DBAgent (SFT: InfoSeek)	Accuracy49.9	16	9d ago
E-VQA All	DBAgent (SFT: E-VQA)	Accuracy45.8	15	9d ago
OK-VQA v1.0 (test)	Ours + MCAN	Accuracy61.2	15	1mo ago
Knowledge Benchmarks	JARVIS	Average Score48.2	12	1mo ago
A-OKVQA (val)	BLIP VQAv2 + SelTDA	Accuracy68.9	8	1mo ago
Infoseek M2KR	PMSR	Accuracy50.5	7	8d ago
A-OKVQA (test)	BLIP VQAv2	Accuracy59.5	7	1mo ago
OKVQA M2KR	PaLM-E	VQA Score0.661	6	1mo ago
INFOSEEK (Overall)	MMhops-R1	Accuracy33.2	5	1mo ago
E-VQA M2KR	RA-VQAv2 w/ PreFLMR	BEM54.45	3	1mo ago
E-VQA (test)	LamRA	Accuracy56.2	2	1mo ago
Infoseek (test)	RA-VQAv2 w/ PreFLMR	Accuracy30.7	2	1mo ago
OKVQA (test)	LamRA	Accuracy64.3	2	1mo ago

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