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
… solutions for face recognition based on neural networks have … propose a lightweight face
feature learning network with a … a complete face recognition system with the proposed network

A lightweight deep learning model for realtime face recognition

ZY Deng, HH Chiang, LW Kang, HC Li - IET Image Processing, 2023 - Wiley Online Library
… The objective of this study is to reduce the size of the recognition network for face recognition
without compromising its accuracy. To achieve this goal, the paper proposes a model that …

A real-time cnn-based lightweight mobile masked face recognition system

B Kocacinar, B Tas, FP Akbulut, C Catal… - Ieee Access, 2022 - ieeexplore.ieee.org
… dataset to train a deep network for face recognition. The fine tuned CNN-… in real-time. All
facial features are represented with 133 points in total and were used for real-time face detection

Face recognition based on lightweight convolutional neural networks

W Liu, L Zhou, J Chen - Information, 2021 - mdpi.com
… verification and achieves 99.55% accuracy on LFW [2]; it is also able to run on mobile
phones or embedded devices in real time. MobiFace [29] replaces the global depthwise …

A lightweight convolutional neural network for real-time facial expression detection

N Zhou, R Liang, W Shi - IEEE Access, 2020 - ieeexplore.ieee.org
… creating a real-time vision system. This system employs multi-task cascaded convolutional
networks (MTCNN) to complete face detection and transmit the obtained face coordinates to …

A novel multiface recognition method with short training time and lightweight based on ABASNet and H-softmax

F Wang, F Xie, S Shen, L Huang, R Sun… - IEEE Access, 2020 - ieeexplore.ieee.org
… has demonstrated the lightweight and real-time performance of … Then we use neural network
to perform face recognition on … with the face recognition algorithm based on deep learning …

Lightweight convolutional neural network model for human face detection in risk situations

M Wieczorek, J Siłka, M Woźniak… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
… Therefore in such way we can create an intelligent Internet of things infrastructure, in
which detection results would be shared between devices in real time so that users could …

Lightweight and resource-constrained learning network for face recognition with performance optimization

HC Li, ZY Deng, HH Chiang - Sensors, 2020 - mdpi.com
… Figure 10 illustrates the real-time processing … -based human face recognition system. From
the acquisition of an optical camera in real-time, the raw input for our system is the face image

Lightweight face recognition challenge

J Deng, J Guo, D Zhang, Y Deng… - … of the IEEE/CVF …, 2019 - openaccess.thecvf.com
… is useful to improve video-based face recognition. After the extensive exploration of the
network and loss designs, we will try pruning and quantization for lightweight face recognition in …

High-performance and lightweight real-time deep face emotion recognition

J Schwan, E Ghaleb, E Hortal… - 2017 12th International …, 2017 - ieeexplore.ieee.org
… Our pre-processing pipeline includes face detection and cropping on images which can …
The network structure of both VGG-Face and our modified version can be seen in Fig. 2. …