1. A method for segmenting an object at a self-checkout, wherein the method comprises: capturing an image of an object at a self-checkout; dividing the image into one or more blocks; computing a confidence value for each of the one or more blocks; and eliminating one or more blocks from consideration based on the confidence value for each of the one or more blocks, wherein the one or more blocks remaining map to a region of the image containing the object.