A lightweight CNN-based algorithm and implementation on embedded system for real-time face recognition

Z Chen, J Chen, G Ding, H Huang - Multimedia systems, 2023 - Springer
Deep learning has become the main solution for face recognition applications due to its high
accuracy and robustness. In recent years, a batch of research on lightweight convolutional …

Shufflefacenet: A lightweight face architecture for efficient and highly-accurate face recognition

Y Martindez-Diaz, LS Luevano… - Proceedings of the …, 2019 - openaccess.thecvf.com
The recent success of convolutional neural networks has led to the development of a variety
of new effective and efficient architectures. However, few of them have been designed for …

Face recognition based on lightweight convolutional neural networks

W Liu, L Zhou, J Chen - Information, 2021 - mdpi.com
Face recognition algorithms based on deep learning methods have become increasingly
popular. Most of these are based on highly precise but complex convolutional neural …

Mobiface: A lightweight deep learning face recognition on mobile devices

CN Duong, KG Quach, I Jalata, N Le… - 2019 IEEE 10th …, 2019 - ieeexplore.ieee.org
Deep neural networks have been widely used in numerous computer vision applications,
particularly in face recognition. However, deploying deep neural network face recognition on …

A single‐stage face detection and face recognition deep neural network based on feature pyramid and triplet loss

TH Tsai, PT Chi - IET Image Processing, 2022 - Wiley Online Library
A practical deep learning face recognition system can be divided into several tasks. These
tasks can be time‐consuming if each task is executed with the original image as the input …

Application of a fast RCNN based on upper and lower layers in face recognition

L Jiang, J Chen, H Todo, Z Tang… - Computational …, 2021 - Wiley Online Library
With the development of society, deep learning has been widely used in object detection,
face recognition, speech recognition, and other fields. Among them, object detection is a …

VIPLFaceNet: an open source deep face recognition SDK

X Liu, M Kan, W Wu, S Shan, X Chen - Frontiers of Computer Science, 2017 - Springer
Robust face representation is imperative to highly accurate face recognition. In this work, we
propose an open source face recognition method with deep representation named as …

Application of face recognition method under deep learning algorithm in embedded systems

X Lv, M Su, Z Wang - Microprocessors and Microsystems, 2021 - Elsevier
Abstract The Convolutional Neural Network (CNN) based on deep learning is introduced to
propose two deep face detection algorithms and design an embedded face recognition …

[PDF][PDF] Robust face recognition based on multi-task convolutional neural network

H Ge, Y Dai, Z Zhu, B Wang - Math Biosci Eng, 2021 - aimspress.com
Purpose: Due to the lack of prior knowledge of face images, large illumination changes, and
complex backgrounds, the accuracy of face recognition is low. To address this issue, we …

Real-time face recognition system

A Ghimire, N Werghi, S Javed, J Dias - arXiv preprint arXiv:2204.08978, 2022 - arxiv.org
Over the past few decades, interest in algorithms for face recognition has been growing
rapidly and has even surpassed human-level performance. Despite their accomplishments …