An Accurate System for Face Detection and Recognition
Abdelmgeid A. Ali, Tarek Abd El-Hafeez, Yosra Khalaf Mohany
Journal of Advances in Mathematics and Computer Science · pp. 1–19 · Published 30 Jul 2019
10.9734/jamcs/2019/v33i330178Abstract
During the last few years, Local Binary Patterns (LBP) has aroused increasing interest in image processing and computer vision. LBP was originally proposed for texture analysis, and has proved a simple yet powerful approach to describe local structures. It has been extensively exploited in many applications, for instance, face image analysis, image and video retrieval, environment modeling, visual inspection, motion analysis, biomedical and aerial image analysis, remote sensing. Face recognition is an interesting and challenging problem, and impacts important applications in many areas such as identification for law enforcement, authentication for banking and security system access, and personal identification among others. In this paper we are concerned with face recognition in a video stream using Local Binary Pattern histogram with processed data. First we will detect faces by using a combination of Haar cascade files that uses skin detection, eye detection and nose detection as input of LBP to increase the accuracy of the proposed recognition system. Also, our system can be used to build a dataset of faces and names to be used in a recognition step. The experimental results have shown that the proposed system can achieve accuracy of recognition up to 96.5% which was better than the relevant methods.
Cited by 70
Heemin Kim, Byeong-Chan Kim, Sumi Lee · Journal of King Saud University: Computer and Information Sciences · 2024
Sidharth Samanta, Debasish Jena, Suvendu Rup · Multimedia tools and applications · 2024
Satish D. Mali, L. Agilandeeswari · Egyptian Informatics Journal · 2024
Yukun Zhang, Zi-Xiang Fei, Xia Li · Multimedia tools and applications · 2024
Abdullah M. Sheneamer, Malik H. Halawi, Meshari H. Al-Qahtani · PLoS ONE · 2024
Alireza Esmaeilzehi, Ensieh Khazaei, Kai Wang · Pattern Recognition Letters · 2024
Ge Zhu, Lei Wang, Jin-Ping Tang · Engineering applications of artificial intelligence · 2024
Zihao Zhou, Xianguo Yu, Xiang-Ke Wang · Pattern Recognition Letters · 2024
Jiahong Jiang, Nan Xia, Xinmiao Yu · Journal of King Saud University: Computer and Information Sciences · 2024
Muhammad Ahmad Nawaz Ul Ghani, Kun She, Muhammad Arslan Rauf · Journal of King Saud University: Computer and Information Sciences · 2024
Related research
- Continuous Monitoring of Arterial Blood Pressure and Pulse: Comparison of Morning and Evening Readings — shares topic coverage
- Biophysical Studies with Liquid Model Systems during the Conditions of Electric Corona Discharge and NaCl Solution — shares topic coverage
- Composition and Classification of Tree Species in a Degraded Tropical Humid Rainforest in Southwest Nigeria — shares topic coverage
- Normalized Independent Component Analysis for Face Recognition — shares topic coverage
- IoT-based Facial Recognition Door Lock with Push Button Combination — shares topic coverage
Article metrics
Real usage data collected on this platform.
80
Page views
0
PDF downloads
4
Outbound clicks
70
Citations
Views over time
Views by country
Approximate, from request IP at view time — not citizenship or institution. Countries with fewer than 5 views are grouped as "Other".
Traffic sources
Referring site, by host.
Views and downloads exclude known bots/crawlers. Citations combines this platform's own DOI-resolved index with each external source's own reported total — see Cited by above for individually listed citing works. Last refreshed 0 seconds ago.