The present document describe monocular machine vision systems and methods for determining locations of target elements when the three dimensional orientation of the monocular machine vision system relative to the target system is unknown. The machine vision system described herein captures and uses information gleaned from the captured target elements to determine the locations of these captured target elements relative to the vision system, or reversely, the location and orientation of the vision system relative to the target elements.