A method for automatically recognizing a marker in a radiographic image. The method includes the steps of: accessing the radiographic image in digital form; segmenting the digital image into a plurality of regions; detecting a marker region from the plurality of regions; and recognizing the marker disposed within the marker region to determine the marker's semantic meaning.