Customized presentation of items on electronic visual displays in retail stores based on availability of products

A method for customized presentation of items on electronic visual displays in retail stores, the method comprising:

• obtaining an image of products in a retail store captured using at least one image sensor positioned in the retail store;
• analyzing, using a trained machine learning model comprising an artificial neural network trained on training examples that include images of products together with labels indicating a condition of the products, wherein the condition of the products includes one of planogram compliance, promotion compliance, price compliance, the captured image to determine a condition of products of a particular product type;
• based on the determined condition of the products of the particular product type, selecting at least one display parameter for a particular item, the at least one display parameter comprising at least one of a display size, a display position on the electronic visual display, a motion pattern, or a color scheme for the particular item;
• and
• using the selected at least one display parameter to display the particular item on an electronic visual display according to the selected at least one display parameter.

A system for customized presentation of items on electronic visual displays in retail stores, the system comprising:

• at least one processor configured to:
• obtain an image of products in a retail store captured using at least one image sensor positioned in the retail store;
• analyze, using a trained machine learning model comprising an artificial neural network trained on training examples that include images of products together with labels indicating a condition of the products, wherein the condition of the products includes one of planogram compliance, promotion compliance, price compliance, the captured image to determine a condition of products of a particular product type;
• based on the determined condition of the products of the particular product type, select at least one display parameter for a particular item, the at least one display parameter comprising at least one of a display size, a display position on the electronic visual display, a motion pattern, or a color scheme for the particular item;
• and
• use the selected at least one display parameter to display the particular item on an electronic visual display according to the selected at least one display parameter.