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Book ChapterDOI

Efficient License Plate Recognition System with Smarter Interpretation Through IoT

TLDR
A novel algorithm is proposed to tackle the mentioned issues through a unique edge detection algorithm which drastically increases the probability of tracing a vehicle over having manual database attached to each camera for identification purpose.
Abstract
Vehicles play a vital role in modern-day transportation systems. Number plate provides a standard means of identification for any vehicle. To serve this purpose, automatic license plate recognition system was developed. This consisted of four major steps: preprocessing of obtained image, extraction of license plate region, segmentation, and character recognition. In earlier research, direct application of Sobel edge detection algorithm or applying threshold was used as key steps to extract the license plate region, which do not produce efficient results when captured image is subjected to high intensity of light. The use of morphological operations causes deformity in the characters during segmentation. We propose a novel algorithm to tackle the mentioned issues through a unique edge detection algorithm. It is also a tedious task to create and update the database of required vehicles frequently. This problem is solved by the use of ‘Internet of things’ where an online database can be created and updated from any module instantly. Also, through IoT, we connect all the cameras in a geographical area to one server to create a ‘universal eye’ which drastically increases the probability of tracing a vehicle over having manual database attached to each camera for identification purpose.

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Citations
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Journal ArticleDOI

A Novel Method for Indian Vehicle Registration Number Plate Detection and Recognition using Image Processing Techniques

TL;DR: This work employs several image processing techniques such as, morphological transformation, Gaussian smoothing, and Gaussian thresholding in the pre-processing stage for number plate segmentation, and K-nearest neighbor algorithm is used for character recognition.
Journal ArticleDOI

Development of Smart Plate Number Recognition System for Fast Cars with Web Application

TL;DR: A Vehicle Plate Number Recognition system which is a real-time embedded system to automatically recognize license plate numbers using an open-source library known as openCV and can be used to improve road safety and control traffic of emerging smart cities.
Journal ArticleDOI

An Efficient Approach for Vehicle Number Plate Recognition in Pakistan

TL;DR: An ANPR (Automatic Number Plate Recognition) is a system in which the image of the vehicle is captured through high definition cameras and the image is processed using segmentation and OCR techniques to get the vehicle registration number in form of characters.
Book ChapterDOI

Vehicle Number Plate Detection: An Edge Image Based Approach

TL;DR: In this article, an edge-based approach based on quantitative combination of Canny, Morphological and Sobel methods for the accurate detection of vehicle number in blurry conditions was proposed, and the experimental results demonstrated that the proposed scheme outperforms its counterparts in terms of Sobel, Prewitt, Roberts, Laplacian of Gaussian (LoG), Morphological, and Canny methods in all aspects with higher peak signal-to-noise ratio (PSNR) and signal to noise ratio (SNR) values.

Automatic license plate recognition using yolov4 and tesseract ocr

TL;DR: This work has developed a model based on multiple types of license plates from different countries, using the Tesseract OCR after multiple image pre-processing techniques and morphological transformations to obtain accuracy and character recognition.
References
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Journal ArticleDOI

Automatic License Plate Recognition (ALPR): A State-of-the-Art Review

TL;DR: This paper categorizes different ALPR techniques according to the features they used for each stage, and compares them in terms of pros, cons, recognition accuracy, and processing speed.
Journal ArticleDOI

Candida albicans biofilms: a developmental state associated with specific and stable gene expression patterns.

TL;DR: Biofilm and planktonic cultures produced under different conditions of nutrient flow, aerobiosis, or glucose concentration were compared by overall gene expression correlation, indicating that biofilm populations formed in different environments display very similar and specific transcript profiles.
Journal ArticleDOI

Application-Oriented License Plate Recognition

TL;DR: Experiments show that the proposed solution outperforms many previous solutions, and LPR can be better solved by solutions with settings oriented for different applications.
Proceedings ArticleDOI

Automatic Number Plate Recognition System for Vehicle Identification Using Optical Character Recognition

TL;DR: It is observed from the experiment that the developed system successfully detects and recognize the vehicle number plate on real images.

Automatic Vehicle Identification by Plate Recognition

TL;DR: The proposed algorithm consists of three major parts: Extraction of plate region, segmentation of characters and recognition of plate characters, which shows superior performance in car license plate recognition.
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