This Thesis discusses methods for solving problems associated with hierarchical image processing systems. In particular, the problems dealt here are the hierarchical image data structures, the progressive image transmission and the hierarchical edge detection. Original methods for alleviating certain problems associated with time and/or space requirements are proposed. Analytical evaluations of the proposed schemes are also presented along with comparisons with other relevant methods.