ROC analysis has been traditionally used in signal detection theory Macmillan and Creelman 1991. In Yitzhaky and Peli 2003, ROC analysis was applied to automate parameter selection for edge detectors. Inspired by the success of this work, we implement this idea in our structural object recognition.