Thank you all for your help, really appreciated !
Tracking the vehicle will be based on the calibrated uncorrected image then, I was just troubleshooting the task if I can do it on the calibrated corrected image, it seems that it can be achieved with higher FPS but with a bit more complications in the code which it won't be needed in my case