1. A method for identifying a region of interest within a mammogram image, the method comprising: applying a clustering algorithm to a histogram of the mammogram image to identify a predefined number of threshold values; determining a predefined number of seed values based at least in part on the identified threshold values; generating, by a processor, a kernel image for each of the seed values; and using the generated kernel images to identify a region of interest comprising a breast within the mammogram image.