I have done the same. In order to qualify the inspection procedure we used an ASME Sec V gray card with black line. Then during inspection we would occasionally put the gray card in the field of view to ensure our equipment setup (lighting, camera, distance from camera to workpiece, etc) was still valid.
Mankenberg