COMPUTER VISION AND APPLICATION

DESCRIPTION

This task is designed to provide you with an essential understanding of computer

vision and machine learning. You must create your own computer vision system for image classification. Use just Python, Sklearn, Matplotlib, OpenCV, Numpy, and PyQt$5$ for this project $($to create ani nteractive interface$).$ The image that you should classify are:

i$.$ Traffic Light Vs Car

As for datasets, you may use any dataset available on the internet.

TASKS

Create an interactive computer vision system to perform image classification tasks. Your computer vision system should follow all needed processes one at a time, including

i$.$ Data preparation

ii$.$ Processing

iii. Training

iv$.$ Testing

v$.$ Validation using confusion matrix

vi$.$ Optimization

vii. Display output.

All of the needed processes $($i$-$vii$)$ must be shown at the created interface as a single cohesive computer vision system.

SPECIFICATION OF COMPUTER VISION SYSTEM

$-$Windows Size: $800$x$600$

$-$Language: Python, Sklearn, Matplotlib, OpenCV, Numpy, and PyQt$5$