Vehicle License Plate Recognition
Automatic license plate recognition (ALPR) is the engineering discipline concerned with using computer vision and machine learning to extract vehicle identity information from images or video streams in real time. At its core, the problem involves detecting a plate region within a complex scene, isolating individual characters through segmentation, and classifying them accurately — tasks now largely tackled with convolutional neural networks trained on large annotated datasets. The practical stakes are high: ALPR underpins toll collection, traffic monitoring, stolen vehicle detection, and broader intelligent transportation infrastructure. Active research challenges include maintaining reliable performance across diverse plate formats, low-light or motion-blurred conditions, and partially occluded plates, while also reducing the computational cost enough for deployment on edge hardware embedded directly in cameras or roadside sensors.
- Works
- 25,425
- Total citations
- 112,424
- Keywords
- Automatic License Plate RecognitionALPRVehicle IdentificationDeep LearningConvolutional Neural NetworksCharacter Segmentation
Top papers in Vehicle License Plate Recognition
Ordered by total citation count.
- Reading digits in natural images with unsupervised feature learning↗ 4,565OA
- Knapsack Problems: Algorithms and Computer Implementations↗ 3,169
- Survey on deep learning with class imbalance↗ 2,909OA
- A Review on Ensembles for the Class Imbalance Problem: Bagging-, Boosting-, and Hybrid-Based Approaches↗ 2,820
- IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'2001)↗ 1,969
- EAST: An Efficient and Accurate Scene Text Detector↗ 1,829
- Man vs. computer: Benchmarking machine learning algorithms for traffic sign recognition↗ 1,537
- Detecting text in natural scenes with stroke width transform↗ 1,519
- The IAM-database: an English sentence database for offline handwriting recognition↗ 1,464
- Deep Multi-Modal Object Detection and Semantic Segmentation for Autonomous Driving: Datasets, Methods, and Challenges↗ 1,369OA
- The German Traffic Sign Recognition Benchmark: A multi-class classification competition↗ 1,124
- Character Region Awareness for Text Detection↗ 1,072
Active researchers
Top authors in this area, ranked by h-index.