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Visual Question Answering research benchmarks – Page 22 · SOTA2 Research

Visual Question Answering

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

WebQA image segment 1.0 (test)

49.8Accuracy

12

Feb 26, 2026

MUSIC-AVQA (test)

71.56Accuracy (Counting)

12

Feb 26, 2026

CLEVR-CoGenT (val)

99.8Accuracy

12

Feb 26, 2026

Visual Question Answering

266.2BD-RATE

11

Jun 15, 2026

Upper-bound (Q-Former)

68.52VQA Accuracy (Avg)

11

Jun 12, 2026

Vision-Grounded Study Vision-Grounded variant

42LLM-judged Accuracy

11

Jun 11, 2026

Vision-Grounded Study Multi-Signal

58.7LLM-judged Accuracy

11

Jun 11, 2026

Vision-Grounded Study Subquestion-Guided variant

56.8LLM-judged Accuracy

11

Jun 11, 2026

Vision-Grounded Study Question-Guided

48.4LLM-judged Accuracy

11

Jun 11, 2026

Vision-Grounded Study Base Question

74.3LLM-judged Accuracy

11

Jun 11, 2026

70.5Accuracy

11

Jun 4, 2026

72.4Accuracy

11

Jun 4, 2026

NExT-QA Novel Comp. (test)

43.05AP

11

May 22, 2026

NExT-QA Standard (test)

42.43AP

11

May 22, 2026

93.2Accuracy

11

Jun 8, 2026

100Relative Performance

11

Apr 21, 2026

92Exact Match

11

Apr 21, 2026

88Exact Match

11

Apr 21, 2026

V2X-QA cooperative 1.0 (test)

92.1CO1 Accuracy

11

Apr 6, 2026

V2X-QA infrastructure-side 1.0 (test)

99.6IS1 Accuracy

11

Apr 6, 2026

V2X-QA vehicle-side 1.0 (test)

98.9Accuracy (VS1)

11

Apr 6, 2026

40.9Accuracy

11

Mar 25, 2026

VQA (VQA-v2, GQA, VizWiz, TextVQA, POPE, TallyQA)

66.42VQA-v2 Accuracy

11

Mar 20, 2026

72.8VQA BLEU (Single)

11

Feb 26, 2026

77.96Accuracy

11

Feb 26, 2026

Page 22 of 46

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