oid function \(\sigma\) is denoted by which is adopted as the nonlinear activation to generate attention maps. Such a simple but effective function can constrain each element of the feature maps in [0,1], thus weighting the importance of regions. As a result, guided by coarse mask labels, the lesion areas would be assigned higher weights than the non-informative background (i.e. healthy tissue) in the feature maps.