TELKOMNIKA Telecommunication, Computing, Electronics and Control
Deep hypersphere embedding for real-time face recognition
Dublin Core
Title
TELKOMNIKA Telecommunication, Computing, Electronics and Control
Deep hypersphere embedding for real-time face recognition
Deep hypersphere embedding for real-time face recognition
Subject
Deep hypersphere embedding, Real-time face detection, Real-time face recognition, Robotic visions, Security surveillance system
Description
With the advancement of human-computer interaction capabilities of robots, computer vision surveillance systems involving security yields a large impact in the research industry by helping in digitalization of certain security processes. Recognizing a face in the computer vision involves identification and classification of which faces belongs to the same person by means of comparing face embedding vectors. In an organization that has a large and diverse labelled dataset on a large number of epoch, oftentimes, creates a training difficulties involving incompatibility in different versions of face embedding that leads to poor face recognition accuracy. In this paper, we will design and implement robotic vision security surveillance system incorporating hybrid combination of MTCNN for face detection, and FaceNet as the unified embedding for face recognition and clustering.
Creator
Ryann Alimuin, Elmer Dadios, Jonathan Dayao, Shearyl Arenas
Source
DOI: 10.12928/TELKOMNIKA.v18i3.14787
Publisher
Universitas Ahmad Dahlan
Date
June 2020
Contributor
Sri Wahyuni
Rights
ISSN: 1693-6930
Relation
http://journal.uad.ac.id/index.php/TELKOMNIKA
Format
PDF
Language
English
Type
Text
Coverage
TELKOMNIKA Telecommunication, Computing, Electronics and Control
Files
Collection
Citation
Ryann Alimuin, Elmer Dadios, Jonathan Dayao, Shearyl Arenas, “TELKOMNIKA Telecommunication, Computing, Electronics and Control
Deep hypersphere embedding for real-time face recognition,” Repository Horizon University Indonesia, accessed April 7, 2025, https://repository.horizon.ac.id/items/show/3847.
Deep hypersphere embedding for real-time face recognition,” Repository Horizon University Indonesia, accessed April 7, 2025, https://repository.horizon.ac.id/items/show/3847.