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SOTA Handwritten text recognition benchmarks and papers with code | Wizwand
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Handwritten text recognition
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
IAM (test)
Bluche et al.
CER
3.2
102
1mo ago
Average across IAM, Rimes, LAM, Rodrigo, and ICFHR2016 (all real handwritten datasets)
In-domain
CER
4.2
66
5d ago
IAM-A (test)
DRetHTR_BASE
CER (%)
2.26
24
1mo ago
IAM Aachen (test)
DRetHTRBASE
CER
2.26
23
1mo ago
READ 2016 (test)
Coquenet et al.
CER
3.59
23
1mo ago
RIMES 3 (test)
SCATTER
WRA
96.6
18
1mo ago
IAM 30 (test)
SAR
WRA
94.8
18
1mo ago
RIMES (test)
DRetHTR_BASE
CER
1.81
15
1mo ago
IAM LAM (test)
HTR-ConvText
CER
2.7
13
1mo ago
IAM
MetaWriter
Character Error Rate (CER)
3.32
12
18d ago
LAM 34 (test)
HTR-VT
CER
2.8
12
1mo ago
IAM A partition (test)
Diaz et al., 2021
CER
2.75
12
1mo ago
RIMES
MetaWriter
Character Error Rate (CER)
2.13
10
18d ago
IAM (val)
[7]
CER
3.04
9
1mo ago
IAM (Lexicon split (Target))
TrOCR
CER
12.9
8
1mo ago
Custom Real-world Scenarios Handwritten Text
Gemini-3-Pro
Accuracy
90
7
1mo ago
NUST-UHWR Urdu (test)
Modified CRNN+LM
CER
0.0549
7
1mo ago
Old Church Slavonic (OCS)
Gemini 3 Flash
CER
0.115
6
5d ago
READ 2016
DAN
CER
3.43
6
1mo ago
IAM-B (test)
[36]
CER
3.5
6
1mo ago
KHATT Arabic (test)
FCN
CER
8.77
6
1mo ago
RIMES 2009
DAN
CER
0.0454
5
1mo ago
BRESSAY
MT-DAN
CER (%)
2.33
5
1mo ago
HANDS-VNOnDB (test)
HTR-ConvText
CER
0.0345
5
1mo ago
RIMES line level (test)
MetaWriter
CER
2.19
5
1mo ago
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