What are hooks? Pytorch allows you to add custom function calls to its module and tensor objects called hooks. The calls can both be added to the forward method of the object as well as the backward method.
In this work, we present a simple solution for increasing small object detection performance. Through a series of empirical experiments we analyze the effect of aggressive down-scaling of feature maps in a convolutional backbone.