Smart City Gnosys

Smart city article details

Title A License Plate Recognition System Based On Cnn Neural Network
ID_Doc 2295
Authors Lu H.
Year 2024
Published IET Conference Proceedings, 2024, 19
DOI http://dx.doi.org/10.1049/icp.2024.3976
Abstract In the context of advancing modern highway transportation and the automotive industry, license plate recognition technology has become crucial for fulfilling the demands of traffic and safety management within intelligent transportation systems. This article aims to use convolutional neural networks to accelerate the recognition of car license plates. Firstly, the collected images are preprocessed by filtering and denoising. Secondly, perform morphological operations on the image, use license plate correction, and use contour detection to determine the position of the license plate. Then adopt appropriate methods for character segmentation. Ultimately, convolutional neural networks are employed for the recognition of license plate characters. The model test results show that the comprehensive model accuracy of the license plate recognition system is 91.2%, with high accuracy. Compared with ordinary license plate recognition systems, it has higher corresponding speed and recognition ability. This improvement is significant for real-time applications. With the continuous progress of technology and the expansion of applications, license plate recognition will play a more important role in smart transportation, providing more efficient and intelligent solutions for the construction of smart cities. © The Institution of Engineering & Technology 2024.
Author Keywords LICENSE PLATE RECOGNITION; MODEL OPTIMIZATION; NEURAL NETWORK


Similar Articles


Id Similarity Authors Title Published
10435 View0.936Martínez H.D.E.; Insuasti J.Artificial Intelligence And Vehicle License Plate Recognition: A Literature ReviewEdelweiss Applied Science and Technology, 9, 2 (2025)
51505 View0.934Nidhya R.; Kalpana R.; Sudhakar R.; Maranco M.; Smilarubavathy G.Smart System For Vechicle Number Plate Recognition Using Convolutional Neural Network(Cnn)2023 1st International Conference on Optimization Techniques for Learning, ICOTL 2023 - Proceedings (2023)
44452 View0.912Dahir U.M.; Hashi A.O.; Romo Rodriguez O.E.; Abdirahman A.A.; Elmi M.A.Real-Time Somali License Plate Recognition Using Deep Learning ModelInternational Journal of Engineering Trends and Technology, 72, 9 (2024)
59210 View0.909Lin C.-H.; Sie Y.-S.Two-Stage License Plate Recognition System Using Deep LearningProceedings of the 2019 8th International Conference on Innovation, Communication and Engineering, ICICE 2019 (2019)
44388 View0.908Nerkar N.S.; Walunj P.M.; Tank R.K.; Pandit R.A.; Kolhe S.Real-Time License Plate Identification Of Moving Vehicles Using Deep LearningInnovation and Emerging Technologies, 10 (2023)
44619 View0.905Singh E.I.; Rahi P.; Jain V.; Sharma N.; Anand Y.; Shukla A.K.Recognition System: Detection Of License PlateProceedings of International Conference on Circuit Power and Computing Technologies, ICCPCT 2024 (2024)
13389 View0.902Kushwaha M.K.; Suseela G.Car Number Plate Detection Using Deep Learning2022 International Conference on Data Science, Agents and Artificial Intelligence, ICDSAAI 2022 (2022)
11398 View0.895Thumthong W.; Meesad P.Automatic Vehicle License Plate Detection From Security Cameras Using Deep Learning Techniques5th Research, Invention, and Innovation Congress: Innovative Electricals and Electronics, RI2C 2024 - Proceedings (2024)
10263 View0.894Alkawsi G.; Baashar Y.; Alkahtani A.A.; Kiong T.S.; Habeeb D.; Aliubari A.Arabic Vehicle Licence Plate Recognition Using Deep Learning Methods: ReviewProceedings - 2021 11th IEEE International Conference on Control System, Computing and Engineering, ICCSCE 2021 (2021)
7825 View0.891Swati; Kawa S.D.; Kamble S.; Desai D.; Karelia P.H.; Engineer P.An Efficient Deep Learning Based License Plate Recognition For Smart CitiesElectronic Letters on Computer Vision and Image Analysis, 23, 2 (2024)