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Papers Benchmarks Datasets Tasks

Scene Text Recognition research benchmarks – Page 4 · SOTA2 Research

Scene Text Recognition

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

TextScanner+real

94.9Accuracy (No Lexicon)

14

Feb 26, 2026

99.2Word Accuracy

13

Feb 26, 2026

IC13 (857 samples)

99.2Word Accuracy

13

Feb 26, 2026

97.2Accuracy

13

Feb 26, 2026

79.2Accuracy

13

Feb 26, 2026

Union14M English (test)

90.8Curve Accuracy

12

May 15, 2026

95.8Accuracy

12

Feb 26, 2026

Standard STR Benchmark

96Mean Word Accuracy (36-char)

12

Feb 26, 2026

ArT + COCO-Text + Uber-Text aggregate 36-char (test)

84.1Word Accuracy

12

Feb 26, 2026

Uber-Text 36-char (test)

84.5Word Accuracy

12

Feb 26, 2026

COCO-Text 36-char (test)

79.8Word Accuracy

12

Feb 26, 2026

ArT 36-char (test)

84.5Word Accuracy

12

Feb 26, 2026

ICDAR 2015 (1811 images)

86.6Accuracy

11

Feb 26, 2026

ICDAR 2013 (857 images)

97.8Accuracy

11

Feb 26, 2026

86.6Accuracy

11

Feb 26, 2026

86.6ASTER Score

11

Feb 26, 2026

76.2ASTER Score

11

Feb 26, 2026

TextZoom (medium)

87.7ASTER Sequence Accuracy

11

Feb 26, 2026

94.2ASTER

11

Feb 26, 2026

76.8Accuracy

11

Feb 26, 2026

ICDAR 2003 Full lexicon (test)

98.6Accuracy

11

Feb 26, 2026

IC15 Cleaned (test)

94.1Word Accuracy

10

Feb 26, 2026

ArbitText 1000000 (test)

81Accuracy

10

Feb 26, 2026

MPSC 15003 (test)

72.7Accuracy

10

Feb 26, 2026

84Accuracy

10

Feb 26, 2026

Page 4 of 6

Popular datasets

IC ICDAR SVT IIIT5K SVTP

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