Yes, this is a basic computer vision task, so I think deep learning is probably overkill. In this case, there's no clutter and you can choose any configuration

Yes, this is a basic computer vision task, so I think deep learning is probably overkill. In this case, there's no clutter and you can choose any configuration of cameras and illumination you like, which makes the task much easier (and probably feasible on a single desktop machine...).