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Scene Text Recognition research benchmarks – Page 3 · SOTA2 Research

Scene Text Recognition

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

SVT Perspective (645)

Corner Transformer

91.5Accuracy

22

Feb 26, 2026

Street View Text 647

95.1Accuracy

22

Feb 26, 2026

IIIT5K-Words (3000)

96.9Accuracy

22

Feb 26, 2026

ICDAR case-insensitive 2013 (test)

93.3Accuracy

22

Feb 26, 2026

90.5Average Score

21

Feb 26, 2026

94.9Average Accuracy

21

Feb 26, 2026

95.1Accuracy

20

Feb 26, 2026

Scene Text Recognition Benchmark (SVT + IIIT5k + IC13 + IC15) (test)

96Word Accuracy

20

Feb 26, 2026

86.4Word Accuracy

19

Feb 26, 2026

93.4Accuracy

19

Feb 26, 2026

IC03 860 (test)

95.3Accuracy

19

Feb 26, 2026

COCO 9825 samples

83.4Word Accuracy

16

Feb 26, 2026

ArT 34k samples

86.4Word Accuracy

16

Feb 26, 2026

IC15 (2077 samples)

92.2Word Accuracy

16

Feb 26, 2026

IIIT5K 3000 samples

99.5Word Accuracy

16

Feb 26, 2026

Scene Text Recognition IC13 + IC15 (test)

96.4Word Accuracy

16

Feb 26, 2026

82.8WPA

16

Feb 26, 2026

89.9Accuracy

16

Feb 26, 2026

ICDAR 50-word lexicon 2003 (test)

99.2Accuracy

16

Feb 26, 2026

IC03 867 (test)

96.7Accuracy

15

Feb 26, 2026

Jaderberg et al. [22]

98.6Accuracy (Full Lexicon)

15

Feb 27, 2026

Street View Text 50-word lexicon (test)

0.961Accuracy

15

Feb 26, 2026

91.2Word Accuracy

14

Feb 26, 2026

84.3Word Accuracy

14

Feb 26, 2026

Standard STR Benchmark Suite Average (test)

93.35Average Accuracy

14

Feb 26, 2026

Page 3 of 6

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IC ICDAR SVT IIIT5K SVTP

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