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Get a precision-recall graph for a recognition system

Hi all, i recently developed a sift-based recognition system and i'd like to get some measure of performance for it. I read about a "threshold" parameter which should be chosen to get precision-recall curves. I can't understand what this means. What exactly should i increase/decresce to plot the curve?

Thank you.