Is There a More General Way to Do Image Processing?

People in computer vision have accumulated tens of millions of images. They were making like, you know, a half % improvement in performance every year by handcrafting features for different objects. It was all going on in the very adhoc way, but there was progress going on and people were beginning to understand the true nature of problem they were up against.