A system for processing an image comprises a three-dimensional camera that captures an image of a dairy livestock. A processor is communicatively coupled to the three-dimensional camera. The processor accesses a first pixel having a first depth location, and a second pixel having a second depth location. The processor determines that the second depth location is not within a threshold distance of the first depth location, and discards the second pixel from the image based at least in part upon the determination.