Defining the problem:
The first step is to define the problem we want to solve. In this case, the client experienced problems detecting the numbers on a blurry vehicle number plate available in images or videos captured by a camera.
Vehicle Number Plate Detection is the desired OCR scanning mobile application software that will identify the number plates of cars and store their vehicle number. The sensor will identify the number plate, capture the image, and store it in FTP
The client needs an OCR (optical character recognition) scanning mobile application for vehicle number plate detection that will be able to detect the number on the number plate of cars and store it in the database.
Designing a vehicle number plate detection software involves several steps, including:
The first step is to define the problem we want to solve. In this case, the client experienced problems detecting the numbers on a blurry vehicle number plate available in images or videos captured by a camera.
As this is a huge problem, the client wants to solve it by designing software that can easily detect the vehicle number from blurry images or fast videos. For this, we gathered the data to train our software. We require a large dataset of images or videos that contain vehicles and their number plates. We sourced most of the data from publicly available sources and some by ourselves.
After gathering the data, we preprocessed the images and videos by resizing them, converting them to grayscale, and applying filters to remove noise and enhance edges.
In the next step, we trained the software using machine learning techniques and deep learning algorithms such as convolutional neural networks (CNNs) to detect number plates.
After training the software, we tested it on a separate dataset to evaluate its performance. We also used metrics such as precision, recall, and F1 score to measure the accuracy of our software.
We also optimize our software by tweaking the hyperparameters or adding more training data to enhance its performance.
After getting satisfied with the performance of our software, we deployed it to the server.
Adequate Infosoft has developed a desired OCR scanning mobile application. This application is used to identify the license plate of a car and get its vehicle number.
The software can automatically detect the number plate in any image.
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