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Python Tutorial: How to Perform Real Time Vehicle Detection in a video or from camera streams using OpenCV and a pre-trained cascade model. In this tutorial, we will learn how to perform Real-time vehicle detection in a. video or. from a. camera stream using the OpenCV library and trained cascade classifier in just a few lines of code. We will use the detectMultiScale. method to detect and to get the coordinates of vehicles in the video frames. After detecting all the. coordinates of all the cars in a frame, we use the cv2.Cascade.Cascade classifier to draw a rectangle around every detected car using diagonal coordinate. point.