White light interferometry has been adapted to the characterization of transparent and opaque witness plates for ICF and high energy physics experiments. An interferometric microscope, a precision z-stage, and a technique that minimizes optical dispersion allows determination of witness plate thickness to sub-micron precision. The hardware and methodology required for this measurement are described.