License Plate Recognition

Benchmarks

Dataset Name	SOTA Method	Metric
EnglishLP (test)		Recognition Rate99	42	3mo ago
OpenALPR-EU	RARE	Recognition Rate99.1	20	3mo ago
CLPD (cross-dataset)	TRBA	Recognition Rate96.2	16	3mo ago
CD-HARD (cross-dataset)	TRBA	Recognition Rate76.9	16	3mo ago
PKU cross-dataset		Recognition Rate99.5	16	3mo ago
RodoSol-ALPR intra-dataset protocol (test)		Recognition Rate97.9	16	3mo ago
UFPR-ALPR intra-dataset protocol (test)		Recognition Rate0.961	16	3mo ago
SSIG-SegPlate intra-dataset protocol (test)	ViTSTR-Base	Recognition Rate0.994	16	3mo ago
AOLP intra-dataset protocol (test)	ViTSTR-Base	Recognition Rate99.9	16	3mo ago
ChineseLP intra-dataset protocol (test)		Recognition Rate100	16	3mo ago
UCSD-Stills intra-dataset protocol (test)		Recognition Rate100	16	3mo ago
Caltech Cars intra-dataset protocol (test)		Recognition Rate97.8	16	3mo ago
CLPD	TRBA + CCPD’s training set + synthetic	Recognition Rate97.3	16	3mo ago
PKU	TRBA + CCPD’s training set + synthetic	Recognition Rate99.5	12	3mo ago
CCPD-Db	LPTR-AFLNet	Accuracy99.37	10	2d ago
UFPR-ALPR (test)	Ours + synthetic	Recognition Rate0.94	10	3mo ago
AOLP (test)	Laroca et al. (2021b) (run 1)	Recognition Rate99.4	10	3mo ago
AOLP (full)	Ours	Accuracy97.59	10	3mo ago
Real-Blur-LP 1.0 (test)	Ours (Qwen3-VL + CMRM)	Accuracy89.4	9	3mo ago
GIST-LP	Ours	Accuracy93.83	9	3mo ago
CCPD Challenge	LPTR-AFLNet	Accuracy90.39	8	2d ago
CCPD Weather		Accuracy98.9	8	2d ago
CCPD Tilt	LPTR-AFLNet	Accuracy99.19	8	2d ago
CCPD Rotate		Accuracy99.15	8	2d ago
CCPD Fn	LPTR-AFLNet	Accuracy99.11	8	2d ago

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