There is a RESET button inside the thermostat that when pressed will remove "LO BAT" from the display and bring it back to normal.  First place the thermostat to OFF then remove the cover and look for a small round push button with a square silver base.  Press the button and the display will return to normal.
 If you cannot locate the reset button remove the batteries for 15 minutes to reset.