Biometric Authentication using Face Recognition Algorithms for A Class Attendance System

Authors

  • Ahmad Syauqi Rahim School of Mechanical Engineering, Faculty of Engineering Universiti Teknologi Malaysia, 81310 UTM Johor Bahru, Johor
  • Maziah Mohamad School of Mechanical Engineering, Faculty of Engineering Universiti Teknologi Malaysia, 81310 UTM Johor Bahru, Johor

Keywords:

Biometric authentication, feature extraction methods, face recognition algorithms, attendance system

Abstract

The paper is about developing an attendance system that is based on a biometric
verification technique using a face recognition method that is expected able to avoid system
manipulation in comparison to other attendance systems. Face recognition algorithm
consists of two parts, namely, the training and testing components. The main focus of the
study is on the feature extraction method in which the study proposes a face recognition
algorithm using three types of features extraction methods which are the local binary
pattern (LBP), principle component analysis (PCA) and histogram of oriented gradient
(HOG) along with support vector machine (SVM) algorithm as the classifier. The
performance analysis of each algorithm was carried out by testing the algorithms using
multiple styles of facial images. The styles of the facial images are the frontal face, angled
face, expression face and also low light illumination face images. The results show that the
HOG+SVM algorithm obtained the highest accuracy in every test. Furthermore, it is also
found that the HOG+SVM method can execute the recognition process efficiently and fast.

References

Biometric authentication, https://www.techopedia.com/definition/29824/biometricauthentication,

[Accessed 27 September 2018].

Biometric authentication, https://searchsecurity.techtarget.com/definition/biometricauthentication,

[Accessed 30 September 2018].

Pal S., Pal U. and Blumenstein M., 2014. Signature-Based Biometric Authentication, In Muda A., Choo Y-H., Ajith A., Sargur N.S. (Eds.), Computational Intelligence in Digital Forensics: Forensic Investigation and Applications, 285-314.

Lim B.H., Mailah M., 2005. Intelligent Biometric Signature Verification System Incorporating Neural Network, Jurnal Mekanikal, 20: 22-41.

Bhatia R., 2013. Biometrics and Face Recognition Techniques, International Journal of Advanced Research in Computer Science and Software Engineering, 3(5): 93-99.

Mudunuri S.P. and Biswas S., 2016. Low Resolution Face Recognition Across Variations in Pose and Illumination, IEEE Transactions on Pattern Analysis and Machine Intelligence, 38(5): 1034-1040.

Naeem M., Qureshi I. and Azam F., 2015. Face Recognition Techniques and Approaches: A Survey, Sci.Int.(Lahore), 27(1): 301-305.

Cao Z., Yin Q., Tang X. and Sun J., 2010. Face Recognition with Learning-based Descriptor, IEEE Computer Society Conference on Computer Vision and Pattern Recognition, San Francisco, CA, USA

Paul L.C. and Sumam A.A., 2012. Face Recognition Using Principal Component Analysis Method, International Journal of Advanced Research in Computer Engineering & Technology (IJARCET), 1(9): 135-139

Ahonen T., Hadid A. and Peitika M., 2006. Face Description with Local Binary Patterns: Application to Face Recognition, IEEE Transactions on Pattern Analysis and Machine Intelligence, 28(12): 2037-2041.

Dalal N. and Triggs B., 2005. Histograms of Oriented Gradients for Human Detection, IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05), San Diego, CA, USA.

Wagner A., Wright J., Ganesh A., Zhou Z., Mobahi H. and Ma Y., 2012. Toward A Practical Face Recognition System: Robust Alignment and Illumination by Sparse Representation, IEEE Transactions on Pattern Analysis and Machine Intelligence, 34(2): 372–386.

Downloads

Published

2019-05-15

How to Cite

Rahim, A. S., & Mohamad, M. (2019). Biometric Authentication using Face Recognition Algorithms for A Class Attendance System. Jurnal Mekanikal, 41(2-S). Retrieved from https://jurnalmekanikal.utm.my/index.php/jurnalmekanikal/article/view/348

Similar Articles

<< < 7 8 9 10 11 12 13 14 15 16 > >> 

You may also start an advanced similarity search for this article.