Face Recognition Algorithms: A Review

Authors

  • Eman Ahmed Khorsheed Department of Computer Science, Nawroz University, Duhok, Kurdistan Region of Iraq
  • Zakiya Ali Nayef Department of Computer Science, Nawroz University, Duhok, KRG

DOI:

https://doi.org/10.25007/ajnu.v11n3a1432

Abstract

Due to its potential for application in various fields of face recognition, the field of research is very fast growing. In everyday life, to receive and interpret information, and to recognize familiar faces, face recognition is used. It is popular due to its simplicity and performance. In the past few years, a large number of research has been done but there are still many challenges related to face recognition. It becomes challenging to identify a mask-wearing face, especially in covid times. This paper aims to give a review of some well-known facial recognition techniques and algorithms used in the research such as Discrete Wavelet Transform, Principal Component Analysis, Linear Discriminant Analysis, Artificial Neural Network algorithms, and many others.

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References

V. H. Bhele, S. G. & Mankar, “A Review Paper on Face Recognition Techniques,” Int. J. Adv. Res. Comput. Eng. Technol., vol. 1, no. 8, pp. 2278–1323, 2012, doi: 10.1117/12.2012238.

M. Abdullah, M. Wazzan, and S. Bo-saeed, “Optimizing Face Recognition using PCA,” Int. J. aritificial Intell. Appl., vol. 3, no. 2, pp. 23–31, 2012.

S. Satonkar, Suhas, A. B. Kurhe, and K. B. Prakash, “Face Recognition Using Principal Component Analysis and Linear Discriminant Analysis on Holistic Approach in Facial Images Database,” IOSR J. Eng., vol. 2, no. 12, pp. 15–23, 2012, doi: 10.9790/3021-021241523.

W. Y. Zhao and R. Chellappa, “Image-based face recognition: Issues and methods,” Opt. Eng. York-Marcel Dekker Inc., vol. 78, pp. 375–402, 2002, [Online]. Available: http://scholar.google.com/scholar?hl=en&btnG=Search&q=intitle:Image-based+Face+Recognition+:+Issues+and+Methods+1#0

R. Jafri and H. R. Arabnia, “A Survey of Face Recognition Techniques,” J. Inf. Process. Syst., vol. 5, no. 2, pp. 41–68, 2009, doi: 10.3745/JIPS.2009.5.2.041.

F. Yang, Q. Zhang, M. Wang, and G. Qiu, “Quality Classified Image Analysis with Application to Face Detection and Recognition,” 2018, [Online]. Available: http://arxiv.org/abs/1801.06445

M. P. D. Kinge, P. M. Pandit, and P. A. D. Nanure, “APPROACHES FOR HUMAN FACE RECOGNITION AND RETRIEVAL : A REVIEW Lecturer , Dept . of EXTC ., Dr . Bhausaheb Nandurkar College of Engineering and Technology ,” no. August, 2017.

S. T. M. Siregar, M. F. Syahputra, and R. F. Rahmat, “Human face recognition using eigenface in cloud computing environment,” IOP Conf. Ser. Mater. Sci. Eng., vol. 308, no. 1, 2018, doi: 10.1088/1757-899X/308/1/012013.

V. Solunke, P. Kudle, A. Bhise, A. Naik, and P. J. R. Prasad, “A Comparison between Feature Extraction Techniques for Face Recognition,” vol. 9359, no. 2, pp. 38–41, 2014.

M. A. Imran, H. Rahman, A. Bhowmik, and D. Karmaker, “Face Recognition using Eigenfaces,” Int. J. Comput. Appl., vol. 118, no. 5, pp. 975–8887, 2015.

A. Singh, S. K. Singh, and S. Tiwari, “Comparison of face Recognition Algorithms on Dummy Faces,” Int. J. Multimed. Its Appl., vol. 4, no. 4, pp. 121–135, 2012, doi: 10.5121/ijma.2012.4411.

V. Banerjee, “AC,” vol. 1, no. 6, 2013.

Z. M. Hafed and M. D. Levine, “Face recognition using the discrete cosine transform,” Int. J. Comput. Vis., vol. 43, no. 3, pp. 167–188, 2001, doi: 10.1023/A:1011183429707.

A. Lawrence, N. V. M. Ashwin, K. Manikantan, and P. Art, “Proceedings of the International Conference on Signal, Networks, Computing, and Systems,” vol. 395, 2017, doi: 10.1007/978-81-322-3592-7.

J. P. V. Amrutha Bhat, “Efficient Implementation on Human Face Recognition under Various Expressions using LoG , LBP and SVM,” vol. 7, no. 7, pp. 14052–14055, 2017.

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Published

2022-08-01

How to Cite

Ahmed Khorsheed, E., & Ali Nayef, Z. (2022). Face Recognition Algorithms: A Review. Academic Journal of Nawroz University, 11(3), 202–207. https://doi.org/10.25007/ajnu.v11n3a1432

Issue

Vol. 11 No. 3 (2022)

Section

Articles

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