These attempts to imply a broad equivalence between current machine vision and human capabilities do not hold up under a modicum of scrutiny. Humans have well-

These attempts to imply a broad equivalence between current machine vision and human capabilities do not hold up under a modicum of scrutiny. Humans have well-developed models of how things should be, can detect when things seem wrong, and come up with ways to address the apparent anomaly (including taking steps to investigate and evaluate the situation.) Humans do not always use these capabilities well, but they have them, while similar capabilities are at best rudimentary and fragile in current AI. The premise of this article is that these capabilities will not come easy.