1. A computer system comprising: a processor; a memory device holding an instruction set executable on the processor to cause the computer system to perform operations comprising: identifying a frontal view of an item within an image; identifying at least one reflection view of the item within the image, the at least one reflection view of the item captured off a corresponding reflective physical surface; extracting the frontal view of the item and the at least one reflection view of the item from the image; correcting distortion in at least one extracted reflection view of the item caused by the corresponding reflective physical surface; and generating a representation of the item based at least on the extracted frontal view of the item and the at least one extracted reflection view of the item.