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If so, I’m covering that exact project inside Raspberry Pi for Computer Vision. I want detect cars using HOG+SVM technique and I want to track the cars based on what click through to this article you are learning us here. Hey Ahsan — I’d be happy to help but I first suggest you work through the PyImageSearch Gurus course to help you learn the basics first. From there I’d be happy to help you make this project a success. I would recommend you train your own custom object detector. See Deep Learning for Computer Vision with Python where I provide detailed instructions + code on training your own custom object detectors.
As far as deep learning goes, have you tried pushing the inference to the GPU? very good tutorial, we have implemented an object counter using deep learning to identify the object and using OpenCV an algorithm to perform the count. It’s pretty slow, we’ll try this method to improve the speed. You could certainly develop heuristics and assumptions as well to help reduce computational burden. But keep in mind that those assumptions may only be relevant to a specific project and may not be able to be used across all projects.
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