An arrangement of physical objects can be analyzed using a captured digital image of the arrangement and a reference display file database. A processing device communicatively coupled to the reference display file database receives the captured image depicting the arrangement of physical objects and accesses a reference display file from the reference display file database. The reference display file includes multi-viewpoint image data and scoring components. The processing device identifies at least some of the physical objects using the reference display file. The processing device scores each identified object for such attributes as presence, position and orientation using the scoring components from the reference display file, producing an overall score based on the scoring of each identified object. The processing device can then transmit the overall score to other systems.