A Review on Classifiers used in Face Recognition Methods Under Pose and Illumination Variation
Face recognition and authentication are two significant and vigorous research issues in computer vision applications such as military, secure control and crime prevention systems. There are many factors that should be accounted for face Recognition; among them Pose and Illumination invariant are two major challenges.Pose and illumination variations harshly influence in the performance of face recognition. In order to improve the performance, several research methods have been developed to perform the face recognition process with pose and illumination conditions. In this paper we review and compare such recently developed face recognition methods with 2D face Images with Pose and Illumination. The comparison results shows that all existing methods have good performance in the face recognition process but on Pose and Illumination variation with different Classifiers gives different results based on the measurement of FAR, FRR and Accuracy. To improve the performance in face recognition methods there is a need to develop an effective face recognition technique under pose and illumination conditions.
Keywords: Eigen Faces, False Acceptance Rate, False Rejection Rate, Gallery set, Probe faces.
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ABOUT THE AUTHORS
R.Rajalakshmi
R.Rajalakshmi was born in Pudhukotai, Tamilnadu, India on 18th January 1971. She studied her Masters in Computer Science at Avinashilingam Deemed University, Coimbatore, Tamilnadu,India in 1999. She received her Master of Philosophy in Computer Science from Mother Theresa University, Kodaikanal, Tamilnadu , India in 2003. Presently, she is a research scholar at the Department of Computer Applications, Noorul Islam Center for Higher Education, Noorul Islam University, Tamilnadu, India. She is currently working as Assistant Professor at the Department of Computer Science, Noorul Islam College of Arts and Science, Kumarakoil, Tamilnadu, India. Her research interests include Soft Computing and Image Processing Applications
M.K.Jeyakumar
Dr. M. K. Jeya Kumar was born in Nagercoil, Tamilnadu, India on 18th September 1968. He received his Masters in Computer Applications degree from Bharathidasan University, Trichirappalli, Tamilnadu, India in 1993. He fetched his M.Tech degree in Computer Science and Engineering from Manonmaniam Sundarnar University, Tirunelveli, Tamilnadu, India in 2005. He completed his Ph.D degree in Computer Science and Engineering from Dr.M.G.R University, Chennai, Tamilnadu, India in 2010. He is working as a Professor in the Department of Computer Applications, Noorul Islam University, Kumaracoil, Tamilnadu, India since 1994. He has more than seventeen years of teaching experience in reputed Engineering colleges in India in the field of Computer Science and Applications. He has presented and published a number of papers in various national and international journals. His research interests include Mobile Ad Hoc Networks and network security, image processing and soft computing techniques.
R.Rajalakshmi
R.Rajalakshmi was born in Pudhukotai, Tamilnadu, India on 18th January 1971. She studied her Masters in Computer Science at Avinashilingam Deemed University, Coimbatore, Tamilnadu,India in 1999. She received her Master of Philosophy in Computer Science from Mother Theresa University, Kodaikanal, Tamilnadu , India in 2003. Presently, she is a research scholar at the Department of Computer Applications, Noorul Islam Center for Higher Education, Noorul Islam University, Tamilnadu, India. She is currently working as Assistant Professor at the Department of Computer Science, Noorul Islam College of Arts and Science, Kumarakoil, Tamilnadu, India. Her research interests include Soft Computing and Image Processing Applications
M.K.Jeyakumar
Dr. M. K. Jeya Kumar was born in Nagercoil, Tamilnadu, India on 18th September 1968. He received his Masters in Computer Applications degree from Bharathidasan University, Trichirappalli, Tamilnadu, India in 1993. He fetched his M.Tech degree in Computer Science and Engineering from Manonmaniam Sundarnar University, Tirunelveli, Tamilnadu, India in 2005. He completed his Ph.D degree in Computer Science and Engineering from Dr.M.G.R University, Chennai, Tamilnadu, India in 2010. He is working as a Professor in the Department of Computer Applications, Noorul Islam University, Kumaracoil, Tamilnadu, India since 1994. He has more than seventeen years of teaching experience in reputed Engineering colleges in India in the field of Computer Science and Applications. He has presented and published a number of papers in various national and international journals. His research interests include Mobile Ad Hoc Networks and network security, image processing and soft computing techniques.
