Buy JPG Image ». The Heiser surname is a South German and Austrian variant of Hiess, which derives from a short form of the personal name Mathies. In some instances, the name was a variant of Heuss. The Heyse variant is more commonly found in Northern Germany. PDF Coat of Arms.