1. A method of operation of a display system comprising: sending a known test sample; retrieving the known test sample; comparing, with a control unit, a gamut map of the known test sample and a gamut map of the retrieved known test sample; generating a compensation model based on the comparison for correcting the retrieved known test sample; and providing the compensation model for displaying a corrected display on a device.