I've yet to meet a human that needs to observe enormous numbers of balls and children against a number of different backdrops before they grasp the concept that they're different from the background environments, never mind potentially linked to unsafe road use.

The conclusion that a neural network classifies stuff 'correctly forever' is also not one supported by the current state of computer vision.