Reduce feature maps into a single edge map

Compact Dilation Convolution based Module

Compact Spatial Attention Module

A downsampling layer with an optional convolution. :param channels: channels in the inputs and outputs. :param use_conv: a bool determini

CPDC, APDC can be converted to vanilla 3x3 convolution RPDC can be converted to vanilla 5x5 convolution