Method for performing electronic article surveillance includes generating image data using at least one imaging device. The image data is processed in a computer processing device associated with an electronic article surveillance (EAS) pedestal to recognize the presence of a facial image. Based on such processing, data representative of the facial image is selectively communicated to a server at a location remote from the EAS pedestal. Subsequently, a notification is received from the server. The notification is based on an identification analysis involving actions performed at the server to identify a particular person using the facial image data. Thereafter, at least one EAS operation is selectively controlled at the EAS pedestal based on a content of the notification.