Peak-piloted deep network for facial expression recognition

X Zhao, X Liang, L Liu, T Li, Y Han… - Computer Vision–ECCV …, 2016 - Springer
Objective functions for training of deep networks for face-related recognition tasks, such as
facial expression recognition (FER), usually consider each sample independently. In this …

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

J Lv, X Shao, J **ng, 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 …

Regression-based methods for face alignment: A survey

I Gogić, J Ahlberg, IS Pandžić - Signal Processing, 2021 - Elsevier
Face alignment is the process of determining a face shape given its location and size in an
image. It is used as a basis for other facial analysis tasks and for human-machine interaction …

Robust facial landmark detection via recurrent attentive-refinement networks

S **ao, J Feng, J **ng, H Lai, S Yan… - Computer Vision–ECCV …, 2016 - Springer
In this work, we introduce a novel R ecurrent A ttentive-R efinement (RAR) network for facial
landmark detection under unconstrained conditions, suffering from challenges like facial …

Unconstrained face alignment via cascaded compositional learning

S Zhu, C Li, CC Loy, X Tang - Proceedings of the IEEE …, 2016 - openaccess.thecvf.com
We present a practical approach to address the problem of unconstrained face alignment for
a single image. In our unconstrained problem, we need to deal with large shape and …

A recurrent encoder-decoder network for sequential face alignment

X Peng, RS Feris, X Wang, DN Metaxas - … 11–14, 2016, Proceedings, Part I …, 2016 - Springer
We propose a novel recurrent encoder-decoder network model for real-time video-based
face alignment. Our proposed model predicts 2D facial point maps regularized by a …

Face alignment in-the-wild: A survey

X **, 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 …

Zoom out CNNs features for optical remote sensing change detection

AM El Amin, Q Liu, Y Wang - 2017 2nd International …, 2017 - ieeexplore.ieee.org
In this paper, we propose a novel unsupervised optical remote sensing change detection
(CD) based on pre-trained convolutional neural network (CNN) on ImageNet dataset and …

Facial landmark machines: A backbone-branches architecture with progressive representation learning

L Liu, G Li, Y **e, Y Yu, Q Wang… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Facial landmark localization plays a critical role in face recognition and analysis. In this
paper, we propose a novel cascaded backbone-branches fully convolutional neural network …

Facial landmark localization by enhanced convolutional neural network

W Deng, Y Fang, Z Xu, J Hu - Neurocomputing, 2018 - Elsevier
Facial landmark localization is important to many facial recognition and analysis tasks, such
as face attributes analysis, head pose estimation, 3D face modeling, and facial expression …