Integration of object detection and face recognition in real time
Other Title(s)
دمج كشف الأشياء و التعرف على الوجوه في الوقت الحقيقي
Joint Authors
al-Murish, Muhammad Hashim
Said, Ahmad Yusuf
Radmair, Burhan Muhammad
Muhammad, Hazim Abd Allah
al-Bana, Shakip Fari
Baalawi, Abd al-Fattah Ismail
Source
Alandalus Journal for Applied Sciences
Issue
Vol. 8, Issue 13 (30 Jun. 2021), pp.118-128, 11 p.
Publisher
Alandalus University for Science and Technology
Publication Date
2021-06-30
Country of Publication
Yemen
No. of Pages
11
Main Subjects
Natural & Life Sciences (Multidisciplinary)
Abstract EN
This paper presents a new system for integrating real-time object detection and face recognition technique.
Firstly, object detection technology was used by model YOLOv3, which is trained on the darknet53 network that uses COCO dataset.
The YOLOv3 model can detect 80 different classes of objects.
Based on that, we will be able to detect people, buses, cats, dogs, cars, and more.
while Haar cascade classifier and Local Binary Patterns Histogram (LBPH) algorithm were used to recognize faces and identify the names of people and objects on the camera in real time.
Experiments showed the effectiveness of the proposed system for real-time object detection using YOLOv3-416 achieving a mAP-50 of 55.3, with an accuracy in the range of 81-92%.
While the accuracy of real time face recognition using Haar cascade classifier and LBPH algorithm was 83%.
American Psychological Association (APA)
al-Murish, Muhammad Hashim& Said, Ahmad Yusuf& Radmair, Burhan Muhammad& Muhammad, Hazim Abd Allah& al-Bana, Shakip Fari& Baalawi, Abd al-Fattah Ismail. 2021. Integration of object detection and face recognition in real time. Alandalus Journal for Applied Sciences،Vol. 8, no. 13, pp.118-128.
https://search.emarefa.net/detail/BIM-1285689
Modern Language Association (MLA)
al-Murish, Muhammad Hashim…[et al.]. Integration of object detection and face recognition in real time. Alandalus Journal for Applied Sciences Vol. 8, no. 13 (Jan. / Jun. 2021), pp.118-128.
https://search.emarefa.net/detail/BIM-1285689
American Medical Association (AMA)
al-Murish, Muhammad Hashim& Said, Ahmad Yusuf& Radmair, Burhan Muhammad& Muhammad, Hazim Abd Allah& al-Bana, Shakip Fari& Baalawi, Abd al-Fattah Ismail. Integration of object detection and face recognition in real time. Alandalus Journal for Applied Sciences. 2021. Vol. 8, no. 13, pp.118-128.
https://search.emarefa.net/detail/BIM-1285689
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references : p. 127-128
Record ID
BIM-1285689