Factorable M-dimensional filters are interesting because they can be i
mplemented efficiently: their computational complexity is O(Mn) instea
d of O(n(M)) (as in the case of generic non-factorable filters), Unfor
tunately, the passband support of a factorable filter can assume only
very simple shapes (parallelepipeds with edges pairwise parallel to th
e awes), which are not adequate for most applications, In a recent pap
er, Chen and Vaidyanathan proposed a new class of non-factorable M-dim
ensional filters, whose passband support can be any parallelepiped, wh
ich can be realized with complexity O(Mn). In addition, they are desig
ned starting from I-D prototypes, which makes for a very simple design
procedure, In this paper, we show that such filters belong to the cla
ss of generalized factorable (GF) filters (whose Formal definition we
introduce here), and derive some properties of theirs relative to the
2-D case, Our review includes issues such as the relation between mini
max frequency response parameters and filter size (which is nontrivial
in the multidimensional case), symmetries, 2-D step response, and fre
quency response constraints.