Moving Vehicle Registration Plate Detection
- DOI
- 10.2991/978-94-6463-738-0_79How to use a DOI?
- Keywords
- License Plate Recognition (LPR); Real-time Object Detection; Convolutional Neural Networks (CNNs); Optical Character Recognition (OCR); Video Frame Processing; Traffic Management Systems; Intelligent Transportation Systems (ITS); Motion Blur Compensation
- Abstract
The detection of vehicle registration plates is a critical component in applications such as traffic monitoring, law enforcement, and automated toll collection systems. This project focuses on the development of a robust and efficient system for detecting and extracting vehicle registration plates from moving vehicles in real-time. The proposed system utilizes image processing techniques and machine learning algorithms to identify and localize license plates from video frames or images captured by cameras. Key steps in the process include image acquisition, preprocessing to handle varying lighting and motion conditions, edge detection, and region selection to isolate the plate. Optical Character Recognition (OCR) is employed to extract alphanumeric information from the detected plate for further processing. The system is designed to handle challenges such as motion blur, different plate sizes, angles, and environmental conditions. The project aims to achieve high accuracy and processing speed to facilitate seamless integration into real-world applications, ensuring scalability and reliability.
- Copyright
- © 2025 The Author(s)
- Open Access
- Open Access This chapter is licensed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (http://creativecommons.org/licenses/by-nc/4.0/), which permits any noncommercial use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made.
Cite this article
TY - CONF AU - Poonam Gupta AU - Sanjeev Mishra AU - Raghav Parate AU - Adwait Bhakre PY - 2025 DA - 2025/06/22 TI - Moving Vehicle Registration Plate Detection BT - Proceedings of the International Conference on Advances and Applications in Artificial Intelligence (ICAAAI 2025) PB - Atlantis Press SP - 1023 EP - 1043 SN - 1951-6851 UR - https://doi.org/10.2991/978-94-6463-738-0_79 DO - 10.2991/978-94-6463-738-0_79 ID - Gupta2025 ER -