In this paper, we analyze the deterministic and the statistical properties of soft morphological filters and their extensions. This analysis offers methods to design well performing soft morphological filters. We derive some detail preservation properties and study the noise attenuation properties of certain filters. Special attention is paid to the effect of varying parameters on the behavior of filters. Understanding these effects is essential in designing optimal filters.