Image evaluation

A method comprising:

• accessing user behavior data pertaining to interactions by a plurality of users with a plurality of test images pertaining to a particular type of item;
• performing an analysis of the interactions;
• generating results of the analysis of the interactions, the results indicating a recommended presentation type for the particular type of item;
• storing the results of the analysis of the interactions in a database;
• receiving an image of an item from a client device;
• extracting one or more visual features from the received image;
• determining, using one or more hardware processors, that the item included in the received image is of the particular type of item based on the extracted one or more visual features;
• and
• generating, based on the determining that the item included in the received image is of the particular type of item, an output for display in the client device, the output including a reference to the received image and the recommended presentation type for the item included in the received image of the item based on the results of the analysis of the interactions wherein the presentation type corresponds to an attribute-value pair of one or more attribute-value pairs associated with one or more images of the plurality of test images corresponding to the user behavior, the method further comprising:
• determining, for the received image, a likelihood of a user engaging in the user behavior hi relation to the received image based on one of the one or more attribute-value pairs associated with the received image.

A non-transitory computer-readable storage medium storing instructions which, when executed by one or more hardware processors of a machine, cause the machine to perform operations comprising:

• performing a user behavior analysis based on historical data pertaining to interactions by a plurality of users with a plurality of images pertaining to a particular type of item;
• determining, based on the user behavior analysis, that a presentation type associated with one or more images of the plurality of images corresponds to a user behavior in relation to the one or more images;
• receiving an image of an item from a client device;
• extracting one or more visual features from the received image;
• determining that the item included in the received image is of the particular type of item based on the extracted one or more visual features;
• and
• generating, based on the determining that the item included in the received image is of the particular type of item, an output for display in the client device, the output including a reference to the received image and the recommended presentation type for the item included in the received image of the item based on the results of the analysis of the interactions, wherein the presentation type corresponds to an attribute-value pair of one or more attribute-value pairs associated with the one or more images corresponding to the user behavior, and wherein the operations further comprising:
• determining, for the received image, a likelihood of a user engaging in the user behavior in relation to the received image based on one of the one or more attribute-value pairs associated with the received image.