An example that illustrates the importance of shift-invariance is image denoising bythresholding where the lack of shift-invariance causes pseudo-Gibbs phenomena aroundsingularities.In addition to shift-invariancehas to account for the geometrical structure pervasive in natural scenes. In thisdirection