IJSTR

International Journal of Scientific & Technology Research

Home Contact Us
ARCHIVES
ISSN 2277-8616











 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 

IJSTR >> Volume 9 - Issue 3, March 2020 Edition



International Journal of Scientific & Technology Research  
International Journal of Scientific & Technology Research

Website: http://www.ijstr.org

ISSN 2277-8616



Face Recognition By Using Eigen Face Method

[Full Text]

 

AUTHOR(S)

V. Jalaja, G.S.G.N. Anjaneyulu

 

KEYWORDS

Face Recognition, Eigen values , Eigen Vectors, Image Quality Metrics, Euclidean Distance and Mean Square Error.

 

ABSTRACT

In this paper, a methodology for face recognition using Eigen faces is being discussed. The key idea of the proposal we consider a set of images then we applied Eigen faces on that set for recognition of faces. First a set of images has been considered as a training set. Then calculations were performed on training set, finally the images have been concluded by computing the Euclidian distance between the image in the training set and newly computed image. Test results for various number of faces are appeared to confirm the suitability of the proposed technique and also we discussed some image metrics. Finally we demonstrated the security analysis like time complexity.

 

REFERENCES

[1] Anjana Mall, Mrs. Shusmita Ghosh, “A Neural Network Based Face Detection Approach”, International Journal of Computer Technology and Applications, July 2010.
[2] Atalay I and Gokmen M,” Face Recognition Using Eigen faces”, Siu
[3] 1996, Antalya, Turkey,1996.
[4] Bledsoe W, The model method in facial recognition, Panoramic Research Inc.,Palo Alo, CA, Rep.PRI:15,Aug.1996.
[5] Chung- Hua Chu, Yu-Kai Feng, “Study of Eye Blinking to Improve
[6] Face Recognition for Screen Unlock on Mobile Services”, in ‘ Journal of Electrical Engineering Technology’, 2017, pp. 1921- 1928.
[7] Ergezer. H, “Face Recognition: Eigenfaces, Neural Networks, Gabor
[8] Wavelet Transform Methods”, M. S. Thesis, Başkent University, Turkey, 2003.
[9] http://cswww.essex.ac.uk/mv/allfaces/faces96.html
[10] Imran M.A, Miah M. S. U, Rahman. H , Bhowmik A, Karmaker D,
[11] “Face Recognition Using Eigenfaces”, in International Journal of
[12] Computer Applications, 2015.
[13] Janarthany Nagendrajah, “Recognition of Expression Variant Faces- A Principle Component Analysis Based Approach for Access Control” IEEE International Conference On Information Theory and
[14] Information Security, 2010.
[15] Karagulle. F, “Face Finding Using Support Vector Machines”, M.S.
[16] Thesis, Trakya university, Turkey, 2008.
[17] Kim. K, “Face Recognition using principal Component Analysis”,
[18] National Institute of Technology, Rourkela, 2008.
[19] Kraduman. B, “Relevant component Analysis”, M.S.Thesis, Yildiz
[20] Technical University, Turkey, 2008.
[21] Kahraman. F, Kurt. B and Gokmen. M, “Face Recognition Based on
[22] Active shape Model”, SIU 2005, Antalya, Turkey, 2005.
[23] Muge Carikci, Figen Ozen, “A Face Recognition System Based on
[24] Eigen faces Method”, Procedia Technology, Sci Verse Science Direct, 2012.
[25] Marijeta Slavkovie, Dubravka Jevtic, “Face Recognition Using Eigen
[26] face approach”, Serbian Journal of Electrical Engineering, Feb. 2012.
[27] M. Turk and A. Pentland, “Eigen faces for Recognition, in: Journal of
[28] Cognitive Neuroscience”, March , 1991.
[29] Ozdemir. A, “Recognition of Frontal Face images by applying the
[30] Wavelet transform”, M.S. Thesis, Kahramnmaras, Sutcu Imam University, Turkey, 2007.
[31] Priya Gupa, Nidhi Saxena, Meetika Sharma, Jagriti Tripathi “Deep Nueral Network for Human Face Recognition”, in ‘ International Journal of Engineering and Manufacturing’, 2018 .
[32] Perlibakas V, “Distance Measures for PCA-based Face Recognition”, Pattern Recognition Letters, April, 2004.
[33] Pentland P, “Face Recognition using Eigen faces”, Proc. Of IEEE Conf. on Computer Vision and Pattern Recognition, 1991.
[34] Perlibakas V, “Face Recognition using Prinicipal Component Analysis and Wavelet Packet Decomposition”, Informatica, 2004.
[35] Sirovich L and Kirby M, “Low-Dimensional Procedure for the Characterization of Human Faces”, Journal of the Optical Society of
[36] America, 1987.
[37] Tirkaz. C and Albayrak. S, “Face Recognition using Active Shape Model”, SIU 2009, Kyseri, Turkey, 2009.
[38] Yazar. I, Yvuz. H. S, and Cay. M. A, “Face Recognition Performance Comparisons by using Tanh and Gauss Functions in the ICA Method”, IATS’09, Karabuk, Turkey, 2009.
[39] Yan. H, Wang. P, Chen. W.D, Liu. J, “Face Recognition Based on Global Wavelet Transform and Modular 2DPCA”, in International Conference on Power Electronics and Energy Engineering, 2015.