Devices and methods for computer vision guided monitoring and analysis of a display module are disclosed herein. The method receives at least one captured image of at least a portion of an object for displaying at least one item. The method quantifies a state of the object present in the captured image by determining at least one anomaly associated with the object present in the captured image based on a comparison of at least one extracted attribute of the object present in the captured image and at least one extracted attribute of the object present in a reference image where the reference image is indicative of an optimal state of the object present in the captured image. The method determines whether the anomaly is greater than a threshold and generates and transmits a notification when the anomaly is greater than the threshold.