A review of facial landmark extraction in 2D images and videos using deep learning

M Bodini - Big Data and Cognitive Computing, 2019 - mdpi.com
The task of facial landmark extraction is fundamental in several applications which involve
facial analysis, such as facial expression analysis, identity and face recognition, facial …

A deep regression architecture with two-stage re-initialization for high performance facial landmark detection

J Lv, X Shao, J Xing, C Cheng… - Proceedings of the IEEE …, 2017 - openaccess.thecvf.com
Regression based facial landmark detection methods usually learns a series of regression
functions to update the landmark positions from an initial estimation. Most of existing …

Face alignment in-the-wild: A survey

X Jin, X Tan - Computer Vision and Image Understanding, 2017 - Elsevier
Over the last two decades, face alignment or localizing fiducial facial points on 2D images
has received increasing attention owing to its comprehensive applications in automatic face …

Rectified wing loss for efficient and robust facial landmark localisation with convolutional neural networks

ZH Feng, J Kittler, M Awais, XJ Wu - International Journal of Computer …, 2020 - Springer
Efficient and robust facial landmark localisation is crucial for the deployment of real-time face
analysis systems. This paper presents a new loss function, namely Rectified Wing (RWing) …

Evaluation of the spatio-temporal features and gan for micro-expression recognition system

ST Liong, YS Gan, D Zheng, SM Li, HX Xu… - Journal of Signal …, 2020 - Springer
Owing to the development and advancement of artificial intelligence, numerous works have
been established in the human facial expression recognition system. Meanwhile, the …

Deep multi-task learning to recognise subtle facial expressions of mental states

G Hu, L Liu, Y Yuan, Z Yu, Y Hua… - Proceedings of the …, 2018 - openaccess.thecvf.com
Facial expression recognition is a topical task. However, very little research investigates
subtle expression recognition, which is important for mental activity analysis, deception …

Robust facial landmark detection via heatmap-offset regression

J Zhang, H Hu, S Feng - IEEE Transactions on Image …, 2020 - ieeexplore.ieee.org
Facial landmark detection aims at localizing multiple keypoints for a given facial image,
which usually suffers from variations caused by arbitrary pose, diverse facial expression and …

A survey of deep facial landmark detection

Y Yan, X Naturel, T Chateau, S Duffner, C Garcia… - RFIAP, 2018 - hal.science
Facial landmark detection plays a very important role in many facial analysis applications
such as identity recognition, facial expression analysis, facial animation, 3D face …

Robust face alignment via deep progressive reinitialization and adaptive error-driven learning

X Shao, J Xing, J Lyu, X Zhou, Y Shi… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Regression-based face alignment involves learning a series of mapping functions to predict
the true landmarks from an initial estimation of the alignment. Most existing approaches …

Cascaded structure-learning network with using adversarial training for robust facial landmark detection

S Feng, X Nong, H Hu - ACM Transactions on Multimedia Computing …, 2022 - dl.acm.org
Recently, great progress has been achieved on facial landmark detection based on
convolutional neural network, while it is still challenging due to partial occlusion and …