Is it really clearly signed? Maybe just putting a traffic cone with a "private space" sign on it when you don't use space will be enough.
Where I used to live a lady used cones to mark the spot outside her house on a public street, this was enough to deter people*.
* yes it was a public street and blah blah but goes to show that it works.





