A zoning permit shall be required as a condition precedent to the commencement of a use except one- or two-family uses, or change of use, or the erection, construction, reconstruction, alteration, conversion or installation of a structure or building, excluding one- and two-family dwellings and fences and sheds. As used herein, "change of use" shall be deemed to include any change in the utilization of a building or lot or part thereof where the resulting use is subject to bulk, dimensional, special or other zoning regulations which are different than those impressed upon the prior use.