We present a method for highly accurate surveying using an autonomous helicopter equipped with a downward looking camera. Given a location that needs to be mapped the helicopter creates accurate aerial maps by combining visual data with inertial and GPS data. We present initial results that show maps of Lake Fulmor using the helicopter. These maps were created manually but they demonstrate the method used.