Supervision-by-registration: An unsupervised approach to improve the precision of facial landmark detectors

X Dong, SI Yu, X Weng, SE Wei… - Proceedings of the …, 2018 - openaccess.thecvf.com
In this paper, we present supervision-by-registration, an unsupervised approach to improve
the precision of facial landmark detectors on both images and video. Our key observation is …

Constrained local neural fields for robust facial landmark detection in the wild

T Baltrusaitis, P Robinson… - Proceedings of the IEEE …, 2013 - cv-foundation.org
Facial feature detection algorithms have seen great progress over the recent years.
However, they still struggle in poor lighting conditions and in the presence of extreme pose …

Attention-driven cropping for very high resolution facial landmark detection

P Chandran, D Bradley, M Gross… - Proceedings of the …, 2020 - openaccess.thecvf.com
Facial landmark detection is a fundamental task for many consumer and high-end
applications and is almost entirely solved by machine learning methods today. Existing …

Robust facial landmark detection under significant head poses and occlusion

Y Wu, Q Ji - … of the IEEE International Conference on …, 2015 - openaccess.thecvf.com
There have been tremendous improvements for facial landmark detection on general" in-the-
wild" images. However, it is still challenging to detect the facial landmarks on images with …

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 …

Extensive facial landmark localization with coarse-to-fine convolutional network cascade

E Zhou, H Fan, Z Cao, Y Jiang… - Proceedings of the IEEE …, 2013 - cv-foundation.org
We present a new approach to localize extensive facial landmarks with a coarse-to-fine
convolutional network cascade. Deep convolutional neural networks (DCNN) have been …

Nonparametric context modeling of local appearance for pose-and expression-robust facial landmark localization

BM Smith, J Brandt, Z Lin, L Zhang - Proceedings of the IEEE …, 2014 - cv-foundation.org
We propose a data-driven approach to facial landmark localization that models the
correlations between each landmark and its surrounding appearance features. At runtime …

Teacher supervises students how to learn from partially labeled images for facial landmark detection

X Dong, Y Yang - … of the IEEE/CVF international conference …, 2019 - openaccess.thecvf.com
Facial landmark detection aims to localize the anatomically defined points of human faces.
In this paper, we study facial landmark detection from partially labeled facial images. A …

[PDF][PDF] The first facial landmark tracking in-the-wild challenge: Benchmark and results

J Shen, S Zafeiriou, GG Chrysos… - Proceedings of the …, 2015 - cv-foundation.org
Detection and tracking of faces in image sequences is among the most well studied
problems in the intersection of statistical machine learning and computer vision. Often …

Wing loss for robust facial landmark localisation with convolutional neural networks

ZH Feng, J Kittler, M Awais… - Proceedings of the …, 2018 - openaccess.thecvf.com
We present a new loss function, namely Wing loss, for robust facial landmark localisation
with Convolutional Neural Networks (CNNs). We first compare and analyse different loss …