Thank you for you reply. I though that might be an issue. Most of the pixels on the map are zero, but the non-zero pixels belongs to a normalized Gaussian (they are float values varying from 0 to 1), so I do not have positive class, how would I approach weighting in this case, i.e, when I have MSE as loss and continuous float valued targets?