A comprehensive survey on 3D face recognition methods

M Li, B Huang, G Tian - Engineering Applications of Artificial Intelligence, 2022 - Elsevier
Abstract 3D face recognition (3DFR) has emerged as an effective means of characterizing
facial identity over the past several decades. Depending on the types of techniques used in …

3D face recognition: a survey

S Zhou, S Xiao - Human-centric Computing and Information Sciences, 2018 - Springer
Abstract 3D face recognition has become a trending research direction in both industry and
academia. It inherits advantages from traditional 2D face recognition, such as the natural …

Learning from millions of 3D scans for large-scale 3D face recognition

SZ Gilani, A Mian - Proceedings of the IEEE conference on …, 2018 - openaccess.thecvf.com
Deep networks trained on millions of facial images are believed to be closely approaching
human-level performance in face recognition. However, open world face recognition still …

A survey of local feature methods for 3D face recognition

S Soltanpour, B Boufama, QMJ Wu - Pattern Recognition, 2017 - Elsevier
One of the main modules in a face recognition system is feature extraction, which has a
significant effect on the whole system performance. In the past decades, various types of …

3D face recognition: A comprehensive survey in 2022

Y Jing, X Lu, S Gao - Computational Visual Media, 2023 - Springer
In the past ten years, research on face recognition has shifted to using 3D facial surfaces, as
3D geometric information provides more discriminative features. This comprehensive survey …

Deep 3D face identification

D Kim, M Hernandez, J Choi… - 2017 IEEE international …, 2017 - ieeexplore.ieee.org
We propose a novel 3D face recognition algorithm using a deep convolutional neural
network (DCNN) and a 3D face expression augmentation technique. The performance of 2D …

Meta-learning-based adversarial training for deep 3D face recognition on point clouds

C Yu, Z Zhang, H Li, J Sun, Z Xu - Pattern Recognition, 2023 - Elsevier
Recently, deep face recognition using 2D face images has made great advances mainly due
to the readily available large-scale face data. However, deep face recognition using 3D face …

3d face recognition: Two decades of progress and prospects

Y Guo, H Wang, L Wang, Y Lei, L Liu… - ACM Computing …, 2023 - dl.acm.org
Three-dimensional (3D) face recognition has been extensively investigated in the last two
decades due to its wide range of applications in many areas, such as security and forensics …

An efficient multimodal 2D+ 3D feature-based approach to automatic facial expression recognition

H Li, H Ding, D Huang, Y Wang, X Zhao… - Computer Vision and …, 2015 - Elsevier
We present a fully automatic multimodal 2D+ 3D feature-based facial expression recognition
approach and demonstrate its performance on the BU–3DFE database. Our approach …

Research on 3D face recognition method based on LBP and SVM

L Shi, X Wang, Y Shen - Optik, 2020 - Elsevier
In order to improve the accuracy and speed of three-dimensional face recognition, this paper
proposes a three-dimensional face recognition method combining LBP and SVM. First, the …