1. A method for detecting the presence of an electronic article surveillance tag within a deactivation zone, the method comprising: capturing video of an item within the deactivation zone; evaluating the video using a pattern recognition technique to determine the presence of an electronic article surveillance tag within the deactivation zone; and deactivating the electronic article surveillance tag.