1. A computer implemented method, comprising: receiving an image associated with an item on a network-based publication system, the image including pixels that are addressable; and detecting, using one or more processors, regions of visually perceptible color change in the image by computing a color gradient of the image using a plurality of windows of computation to compute the distance between histograms of at least some of the pixels of the image.