Speaker identification has been studied in many fields such as image processing, audio processing, artificial intelligence and speech recognition. Two of these areas are integrated together in order to identify the speaker. This research will focus on two main approaches which are lip movements and body movements. We will work on the two approaches to achieve the speaker identification. The expected outcome of this study will be to identify the speaker in different scenarios, if there is a single speaker or if there is multiple speakers in the video or if the speaker’s lips are not in view.