Deep learning has revolutionised computer vision. Today, there are not many problems where the best performing solution is not based on an end-to-end deep learning model. In particular, convolutional neural networks are popular as they tend to work fairly well out of the box… I am going to argue that people often apply deep learning models naively to computer vision problems – and that we can do better. - article / [HN]