An example that illustrates the importance of shift-invariance is image denoising by

thresholding where the lack of shift-invariance causes pseudo-Gibbs phenomena around

singularities.In addition to shift-invariance, it has been recognized that an efficient image representation

has to account for the geometrical structure pervasive in natural scenes. In this

direction, several representation schemes have recently been proposed