This document describes a wireless access control system that uses ZigBee and image processing to control a door lock in a smart home environment. The system includes a ZigBee-enabled door lock module that was designed and developed. The paper also analyzes image transfer over the ZigBee network for different image sizes and discusses challenges involved in the face recognition module.