Learning the Face Shape Models for Facial Landmark Detection in the Wild

2015 ◽  
pp. 33-45
Author(s):  
Yue Wu ◽  
Qiang Ji
Keyword(s):  
Landmark Detection ◽  
Facial Landmark Detection ◽  
Face Shape ◽  
Shape Models ◽  
Facial Landmark ◽  
The Face ◽  
In The Wild

scholarly journals Augmented EMTCNN: A Fast and Accurate Facial Landmark Detection Network

2020 ◽  
Vol 10 (7) ◽  
pp. 2253 ◽  
Author(s):  
Hyeon-Woo Kim ◽  
Hyung-Joon Kim ◽  
Seungmin Rho ◽  
Eenjun Hwang
Keyword(s):  
Computation Time ◽  
Detection Accuracy ◽  
Feature Points ◽  
Landmark Detection ◽  
Facial Landmark Detection ◽  
Detection And Tracking ◽  
Facial Landmark ◽  
Filter Size ◽  
The Face ◽  
Efficient Extraction

Facial landmarks represent prominent feature points on the face that can be used as anchor points in many face-related tasks. So far, a lot of research has been done with the aim of achieving efficient extraction of landmarks from facial images. Employing a large number of feature points for landmark detection and tracking usually requires excessive processing time. On the contrary, relying on too few feature points cannot accurately represent diverse landmark properties, such as shape. To extract the 68 most popular facial landmark points efficiently, in our previous study, we proposed a model called EMTCNN that extended the multi-task cascaded convolutional neural network for real-time face landmark detection. To improve the detection accuracy, in this study, we augment the EMTCNN model by using two convolution techniques—dilated convolution and CoordConv. The former makes it possible to increase the filter size without a significant increase in computation time. The latter enables the spatial coordinate information of landmarks to be reflected in the model. We demonstrate that our model can improve the detection accuracy while maintaining the processing speed.

scholarly journals Robust facial landmark detection and tracking across poses and expressions for in-the-wild monocular video

2017 ◽  
Vol 3 (1) ◽  
pp. 33-47 ◽  
Author(s):  
Shuang Liu ◽  
Yongqiang Zhang ◽  
Xiaosong Yang ◽  
Daming Shi ◽  
Jian J. Zhang
Keyword(s):  
Landmark Detection ◽  
Facial Landmark Detection ◽  
Detection And Tracking ◽  
Facial Landmark ◽  
Monocular Video ◽  
In The Wild

scholarly journals Robust Facial Landmark Detection via Aggregation on Geometrically Manipulated Faces

2020 ◽  
Author(s):  
Seyed Mehdi Iranmanesh ◽  
Ali Dabouei ◽  
Sobhan Soleymani ◽  
Hadi Kazemi ◽  
Nasser M. Nasrabadi
Keyword(s):  
Landmark Detection ◽  
Facial Landmark Detection ◽  
Facial Landmark

scholarly journals 2D Wasserstein Loss for Robust Facial Landmark Detection

2021 ◽  
pp. 107945
Author(s):  
Yongzhe YAN ◽  
Stefan DUFFNER ◽  
Priyanka PHUTANE ◽  
Anthony BERTHELIER ◽  
Christophe BLANC ◽  
...  
Keyword(s):  
Landmark Detection ◽  
Facial Landmark Detection ◽  
Facial Landmark
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