This is a wee bit of an issue in Philadelphia, as empty lots get redeveloped the murals that were put there to make the empty lot a bit more pleasant disappear.
Fortunately it hasn't yet been an impediment to that redevelopment, at least as far I can tell. Not that all development is good, but empty lots generally really really suck, even if they have nice murals.