Absolute Pressure is the pressure measured with vacuum as the reference. Gauge pressure is measured with the ambient air pressure as the reference.
Most pressure measurements in the industry are gauge pressure measurements and the gauges and sensors used are adjusted for the atmospheric pressure.
Absolute pressure measurements are used for measuring vacuum pressures and in altimeters.
Gauge pressure is also known as relative pressure.