This was what [Robert Lucian Chiriac] did with his Land Rover, to gain some insight into automotive machine vision he fitted it with a Raspberry Pi and camera with an automatic number plate ...

hence Leigh highly recommends using something more powerful than a Raspberry Pi. A GPU-equipped PC would work well, and she also had good experience with Google Cloud’s Machine Learning Engine.