Deep learning and face recognition: the state of the art

S Balaban - Biometric and surveillance technology for human …, 2015 - spiedigitallibrary.org
… overview of face recognition, an overview of the field of representation learning and deep
learning, a look at how those fields are influencing the state-of-the-art of face recognition, and …

When face recognition meets with deep learning: an evaluation of convolutional neural networks for face recognition

G Hu, Y Yang, D Yi, J Kittler, W Christmas… - Proceedings of the …, 2015 - cv-foundation.org
… for face recognition rather than investigate the reason. In this work, we conduct an extensive
evaluation of CNN-based face recognition … adverse effect on face recognition accuracy. In …

A comprehensive analysis of deep learning based representation for face recognition

M Mehdipour Ghazi… - … and pattern recognition …, 2016 - cv-foundation.org
… (iv) The VGG-Face model [21] is shown to be more transferable compared to … deep learning
based face recognition requires further research to address the problem of face recognition

Face recognition based on deep learning

W Wang, J Yang, J Xiao, S Li, D Zhou - Human Centered Computing: First …, 2015 - Springer
… its low recognition accuracy and restrictions of many occasions. In this paper, we presented
deep learning method to achieve facial landmark detection and unrestricted face recognition

Deep face recognition: A survey

M Wang, W Deng - Neurocomputing, 2021 - Elsevier
… of face recognition (FR) since 2014, launched by the breakthroughs of DeepFace and DeepID.
Since then, deep learning … to stitch together pixels into invariant face representation, has …

Deep learning for face recognition: a critical analysis

AJ Shepley - arXiv preprint arXiv:1907.12739, 2019 - arxiv.org
… on more recently proposed deep learning methods, which were developed in response to
the limitations of HoG and Haar wavelet features in capturing salient facial information under …

Face recognition and identification using deep learning approach

KH Teoh, RC Ismail, SZM Naziri… - Journal of Physics …, 2021 - iopscience.iop.org
… detection and face identification. This paper describes the … a face recognition system through
deep learning using OpenCV in python. Deep learning is an approach to perform the face

Deep face recognition

O Parkhi, A Vedaldi, A Zisserman - BMVC 2015-Proceedings of the …, 2015 - ora.ox.ac.uk
… This paper focuses on face recognition in images and videos, a problem that has received
… do not use deep learning, which we refer as “shallow”, from ones that do, that we call “deep”. …

A review of face recognition methods using deep learning network

AK Dubey, V Jain - Journal of Information and optimization …, 2019 - Taylor & Francis
deep models for face recognition in images and videos, we have also compared recent …
for face recognition. Keywords: Deep Neural Network, 2D Face, 3D-Face, Data sets, Face

Face recognition: From traditional to deep learning methods

DS Trigueros, L Meng, M Hartnett - arXiv preprint arXiv:1811.00116, 2018 - arxiv.org
… techniques have recently been superseded by deepface recognition methods including
both traditional (geometry-based, holistic, featurebased and hybrid methods) and deep learning