Image evaluation

A method comprising:

• receiving an image of an item from a client device, the item to be included in a publication published by a web server of a publication system;
• extracting, by one or more processors, one or more visual features from the received image;
• determining, by the one or more processors, that the item included in the received image is of a particular type of item based on the extracted one or more visual features;
• accessing user behavior data pertaining to interactions by a plurality of users with a plurality of test images pertaining to the particular type of item;
• identifying an image attribute of the received image;
• generating, by the one or more processors, a suggestion to improve the image attribute based on the particular type of item;
• generating, based on determining that the item included in the received image is of the particular type of item, a recommendation comprising a recommended presentation type for the item for publication based on the particular type of item and results of an analysis performed on the interactions by the plurality of users, the recommended presentation type indicating a style in which the item is displayed within the publication published by the web server of the publication system, wherein the recommendation includes the suggestion;
• and
• providing, by the one or more processors, the recommendation to the client device.

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:

• receiving an image of an item from a client device, the item to be included in a publication published by a web server of a publication system;
• extracting one or more visual features from the received image;
• determining that the item included in the received image is of a particular type of item based on the extracted one or more visual features;
• accessing user behavior data pertaining to interactions by a plurality of users with a plurality of test images pertaining to the particular type of item;
• identifying an image attribute of the received image;
• generating a suggestion to improve the image attribute based on the particular type of item;
• generating, based on determining that the item included in the received image is of the particular type of item, a recommendation comprising a recommended presentation type for the item for publication based on the particular type of item and results of an analysis performed on the interactions by the plurality of users, the recommended presentation type indicating a style in which the item is displayed within the publication published by the web server of the publication system, wherein the recommendation includes the suggestion;
• and
• providing the recommendation to the client device.