1. An optical evaluation workstation comprising: an eyecup assembly feeder configured to receive an eyecup assembly of a head mounted display (HMD), the eyecup assembly comprising an optics block rigidly fixed at a first distance to an electronic display panel, and the electronic display panel is presenting one or more test patterns; a camera configured to capture one or more images of the one or more test patterns presented by the electronic display panel through the optics block, the camera positioned at an exit pupil of the eyecup assembly; and a control module configured to: modify at least one image of the one or more images using a transform, and determine a quality metric for the modified at least one image.