To deal with the robustness of shape desciption

this paper proposes the high order morphological pattern spectrum which relies upon the difference between two different sized alternating sequential morphological transformations on the original image.It is proved that the higher order components of HP spectrum for a noisy image are exactly identical to these for the noise-free image under certain conditions.Also

the results of the experiments have been shown that the HP spectrum shows the strongest robustness.