Model Implementation & analysis in Face Recognition and Attendance System

Authors

  • Zubayer Bin Hasnat SCHOLAR

DOI:

https://doi.org/10.37591/joci.v11i2.4234

Abstract

Face detection involves separating image windows into two; one containing faces (turning the background (clutter). It is difficult because although commonalities exist between faces, they can vary considerably in terms of age, skin color and facial expression. The problem is further complicated by differing lighting conditions, image qualities and geometries, as well as the possibility of partial occlusion and disguise. An ideal face detector would therefore be able to detect the presence of any face under any set of lighting conditions, upon any background.


Keywords: Cascade detectors, face recognition, HFR system, Python, video processing

References

Ahonen, Timo, Abdenour Hadid, and Matti Pietikainen. “Face description with local binary patterns: Application to face recognition.” IEEE transactions on pattern analysis and machine intelligence 28.12 (2006): 2037–2041.

Ojala, Timo, Matti Pietikainen, and Topi Maenpaa. “Multiresolution gray-scale and

rotation invariant texture classification with local binary patterns.” IEEE Transactions on pattern analysis and machine intelligence 24.7 (2002): 971–987.

Ahonen, Timo, Abdenour Hadid, and Matti Pietikäinen. “Face recognition with local binary patterns.” Computer vision-eccv 2004 (2004): 469–481.

LBPH OpenCV: https://docs.opencv.org/2.4/modules/contrib/doc/facerec/facerec_tutorial.html#lo cal-binary-patterns-histograms

Local Binary Patterns: http://www.scholarpedia.org/article/Local_Binary_Patterns

Arun Katara et al., 2017 2 Anil K Jain, Lin Hong, Sharath Pankanti, and Ruud Bolle, Biometric Identification. IEEE, 2004

N. Tom, Face Detection, Near Infinity - Podcasts, 2007 4 T. Kanade, Computer recognition of human faces. Basel [etc.]: Birkhäuser, 1977

T. Matthew and A. Pentland, Eigenfaces for Recognition, vol. 3, Volume 3, Number 1 vols. Vision and Modelling Group, The Media Laboratory, MIT: Journal of Cognitive Neuroscience, 1991 9 Y.-Q. Wang,“An Analysis of the Viola-Jones Face Detection Algorithm,” Image Process. Line, vol. 4, pp. 128–148, Jun. 2014

A. L. Rekha and H. K. Chethan, “Automated Attendance System using face Recognition through Video Surveillance,” Int. J. Technol. Res. Eng., vol. 1, no. 11, pp. 1327–1330, 2014. 6 I. Kim, J. H. Shim, and J. Yang, “Face detection,” Face Detect. Proj. EE368 Stanf. Univ., vol. 28, 2003. 7 E. Shervin, “OpenCV Computer Vision,” 03-Oct-2010

Downloads

Published

2020-10-06

Issue

Vol. 11 No. 2 (2020)

Section

Articles

License

Journal Title:

Title of the Paper:

Corresponding Author’s Information:

Name: Address:

E-mail:

Contact Number:

It is herein agreed that: The copyright to the above-listed unpublished and original article is transferred to STM Journals.

This copyright transfer covers the exclusive right to reproduce and distribute the contribution, including reprints, translations, photographic reproductions, microform, electronic form (offline, online), or any other reproductions of similar nature.

I/We declare that above manuscript is not published already in part or whole (except in the form of abstract) in any journal or magazine for private or public circulation, and, is not under consideration of publication elsewhere.

 I/ We warrant(s) that his/her/their contribution is original, except for such excerpts from copyrighted works as may be included with the permission of the copyright holder and author thereof, that it contains no libelous statements, and does not infringe on any copyright, trademark, patent, statutory right, or propriety right of others.

I/We will not publish his/her/their above said contribution anywhere else without the prior written permission of the publisher unless it has been changed substantially. I/We also agree to the authorship of the article in the following order: Author(s) Name Signature(s)

1. ________________

2. ________________

3. ________________

4. ________________

The author(s) agree to the terms of this Copyright Notice, which will apply to this submission if and when it is published by this journal (comments if any to the editor can be added below).