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Barrier Access Control Using Sensors Platform and Vehicle License Plate Characters Recognition
Farman Ullah1, Hafeez Anwar1, Iram Shahzadi1
1Department of Electrical & Computer Engineering, COMSATS University Islamabad-Attock Campus, Attock 43600, Pakistan.
This study introduces an automated vehicle entry barrier system using image-based license plate recognition. The system achieves high accuracy in license plate extraction and character recognition, even with non-standard plates.
Area of Science:
- Computer Vision
- Robotics
- Embedded Systems
Background:
- Automated vehicle access control systems often rely on license plate recognition.
- Non-standard license plates present significant challenges for traditional image-based recognition systems due to variations in background, fonts, and deformations.
Purpose of the Study:
- To develop and evaluate a robust sensor platform for automated vehicle barrier control.
- To enhance license plate recognition accuracy for vehicles with non-standard license plates.
Main Methods:
- The system utilizes ultrasonic sensors for vehicle detection and a camera for image capture.
- An automated pipeline extracts the license plate, segments characters, and employs optical character recognition (OCR) for identification.
- The method is designed to handle variations in license plate appearance.
Main Results:
- The proposed system achieved 98% accuracy in license plate extraction.
- Character segmentation accuracy reached 96%.
- Character recognition accuracy was 93%.
Conclusions:
- The developed sensor platform effectively automates vehicle entry barriers.
- The image-based license plate recognition method demonstrates high accuracy and robustness, even with challenging, non-standard plates.
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