Dear Ahmed
there is no method to extract Vacant land by normal classification because the classification based on pixel value which reflect the surface type . the vacant land has no pacified surface or soils i mean may be initially roads or airport or any empty land .
so the only way to extract vacant land based on visualization method .
greetings