extensively studied research topics that spans multiple disciplines such as pattern recognition, signal processing and computer vision [6]. This is due to its numerous important applications in identity authentication, security access control, intelligent human-computer interaction, and automatic indexing of image and video databases. Face recognition has repeatedly shown its importance over the last ten years or so [2]. Nowadays, it is still a burning question to extract useful information from