Place pins inside a room and remember their position

I want to make an iOS app where user can enter a room, point their camera somewhere and tap on screen inside the camera view.

After they select a location the app will remember it and display some interactive 2D object there next time they point their camera at it.

Here is approximately how it would look like: http://imgur.com/a/4U2UE

Is it possible to do this?