Question: Assignment Project title: Traffic Sign Detection and Recognition USE PYTHON In this project, our aim is to detect traffic signs using combination of traditional computer
Assignment
Project title: Traffic Sign Detection and Recognition
USE PYTHON
In this project, our aim is to detect traffic signs using combination of traditional
computer vision techniques. Four tasks are as follows:
Color Segmentation: Identify regions of interest ROI likely containing
traffic signs based on predefined color ranges eg red for stop signs,
yellow for caution signs
Edge Detection: Apply edge detection algorithms eg Canny Edge
Detection to extract prominent edges in the ROI to better define the sign's
shape.
Template Matching: Prepare templates of common traffic signs scaled
and normalized for size variations Use template matching techniques to
compare the ROI's edges with the templates and identify potential
matches.
Shape Analysis: Implement simple shape analysis eg aspect ratio,
corner count to further refine potential matches and eliminate false
positives based on nonstandard shapes.
Note that you should not use deep learning based techniques
There will be a bounus point if you run it in realtime and get high FPS
with the same accuracy using a connected camera to a laptop
Completely Al generated projects will not get the grade Al detector will be used
You can use Al in different steps.
Good luck
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