Context
A large portion of the failure of AI image recognition systems is that they lack approproate context in their learning.
A system that is trained in 2D space on 2D images will not work anywhere near as well as a system that has a grasp of 3D space and has been trained on 3D "images". A system that confuses a 2D picture of something with the real thing is going to fail nastily.