Joonhyuk Kim

Pooling Revisited: Your Receptive Field Is Suboptimal

The size and shape of the receptive field determine how the network aggregates local features, and affect the overall performance of a model considerably. Many components in a neural network, such as depth, kernel sizes, and strides for convolution and pooling, influence the receptive field. However…