In simple terms, dilated convolution is just a convolution applied to
input with defined gaps. With this definitions, given our input is an 2D image, dilation rate
k=1 is normal convolution and k=2 means skipping one pixel per input and k=4 means skipping 3
pixels. ... The figure below shows dilated convolution on 2D data.
