Based on the generalized morphological open closing and close opening operations

a class of new morphological filters are defined using multiple structuring elements and adaptive weighted averaging technique in this paper. They can not only efficiently suppress noise in the image but also preserve the geometrical features of the image. These filters possess calculation simplicity and easy to be real time processed in parallel.