Absolute pressure is the pressure above that of vacuum.
Absolute pressure = Gauge pressure + One atmospheric pressure.
Gauge pressure is the pressure above that of one atmospheric pressure. Since the pressure of vacuum is zero, it is referenced against an ambient air pressure.
Note: Atmospheric pressure is the pressure at any point equal to the weight of a column of air of unit cross-sectional area extending from that point to the top of the atmosphere.