Catalyzes the oxidative deamination of lysine and hydroxylysine residues in collagen and elastin, resulting in the formation of covalent cross-linkages, and the stabilization of collagen and elastin fibers (By similarity). Essential for the elastic fiber homeostasis and for their maintenance at adult age (By similarity).