As computer performance on complex vision tasks approaches that of clinical experts, radiologists look over their shoulders. Some of the ebullience for these new systems arises from the allure of creating beings in our own image. But the excitement is powered primarily by real innovation. Medical image analysis projects that once took years now can be completed in a matter of days or weeks.