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SOTA License Plate Recognition benchmarks and papers with code | Wizwand
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License Plate Recognition
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
EnglishLP (test)
GRCNN
Recognition Rate
99
42
1mo ago
OpenALPR-EU
RARE
Recognition Rate
99.1
20
1mo ago
CLPD (cross-dataset)
TRBA
Recognition Rate
96.2
16
1mo ago
CD-HARD (cross-dataset)
TRBA
Recognition Rate
76.9
16
1mo ago
PKU cross-dataset
CR-NET
Recognition Rate
99.5
16
1mo ago
RodoSol-ALPR intra-dataset protocol (test)
Holistic-CNN
Recognition Rate
97.9
16
1mo ago
UFPR-ALPR intra-dataset protocol (test)
CNNG
Recognition Rate
0.961
16
1mo ago
SSIG-SegPlate intra-dataset protocol (test)
ViTSTR-Base
Recognition Rate
0.994
16
1mo ago
AOLP intra-dataset protocol (test)
ViTSTR-Base
Recognition Rate
99.9
16
1mo ago
ChineseLP intra-dataset protocol (test)
Multi-Task-LR
Recognition Rate
100
16
1mo ago
UCSD-Stills intra-dataset protocol (test)
Multi-Task
Recognition Rate
100
16
1mo ago
Caltech Cars intra-dataset protocol (test)
CNNG
Recognition Rate
97.8
16
1mo ago
CLPD
TRBA + CCPD’s training set + synthetic
Recognition Rate
97.3
16
1mo ago
PKU
TRBA + CCPD’s training set + synthetic
Recognition Rate
99.5
12
1mo ago
UFPR-ALPR (test)
Ours + synthetic
Recognition Rate
0.94
10
1mo ago
AOLP (test)
Laroca et al. (2021b) (run 1)
Recognition Rate
99.4
10
1mo ago
AOLP (full)
Ours
Accuracy
97.59
10
1mo ago
Real-Blur-LP 1.0 (test)
Ours (Qwen3-VL + CMRM)
Accuracy
89.4
9
1mo ago
GIST-LP
Ours
Accuracy
93.83
9
1mo ago
RodoSol-ALPR (test)
Ours + synthetic
Recognition Rate
97.3
8
1mo ago
Caltech Cars (test)
Henry et al. (2020)
Recognition Rate
97.8
8
1mo ago
SSIG-SegPlate (test)
Ours + synthetic
Recognition Rate
99.3
7
1mo ago
UCSD-Stills (test)
Castro-Zunti et al. (2020)
Recognition Rate
98.3
7
1mo ago
AOLP RP
SNIDER
Full LPR Accuracy
99.18
7
1mo ago
ChineseLP (test)
Ours + synthetic
Recognition Rate
0.988
6
1mo ago
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