1. A computer-implemented method, comprising: receiving a query for an item offered through an electronic marketplace, the query including an image that includes a representation of the item and an indication of a product type associated with the item; analyzing the image to identify an area of the image that includes the representation of the item; analyzing the area to determine a color descriptor for the representation of the item; comparing the color descriptor to an electronic catalog of color descriptors to determine a color class of the representation of the item; providing the color class and product type to an identification service, the identification service used to generate a ranking score based and least in part on a matching of the color class to a respective color class associated with a respective item of a subset of the items offered by the electronic marketplace; and retrieving the subset of the items for display, each item of the subset of the items being arranged based at least in part on a respective color class.