The process of regulating the proliferation and elimination of macrophage cells such that the total number of myeloid cells within a whole or part of an organism is stable over time in the absence of an outside stimulus. [ http://www.ncbi.nlm.nih.gov/pubmed/21727904 GOC:dph ]