My guess is the part of its neural network that parses the image into a higher level internal representation really is seeing the dog as having four legs, and intelligence and reasoning in the rest of the network isn't going to undo that. It's like asking people whether "the dress" is blue/black or white/gold: people will just insist on what they see, even if what they're seeing is wrong.