In the US, a handicapped parking space is only an official handicapped space if it has both the sign and the painted wheelchair.

Disclaimer: I don't actually do this except for places where they've clearly set up actual spots close to the store and just didn't remove the pavement paint. Still drives my wife crazy, though.