Solved by thomasjo in post #6 
              
              
                The reasoning can be found in the Smooth Grad-CAM ++ paper. They’re computing an average (aka. smoothed) sensitivity map over a small neighborhood of the input image. They make this “neighborhood” by creating multiple noisy versions of the input. 

If the noise is dominating, then there might somet…