Facial Landmark Detection

22 papers with code · Computer Vision

Facial landmark detection is the task of detecting key landmarks on the face and tracking them (being robust to rigid and non-rigid facial deformations due to head movements and facial expressions).

( Image credit: Style Aggregated Network for Facial Landmark Detection )

Benchmarks

Greatest papers with code

Fast Localization of Facial Landmark Points

26 Mar 2014esimov/pigo

We describe a method that can accurately estimate the positions of relevant facial landmarks in real-time even on hardware with limited processing power, such as mobile devices.

FACIAL LANDMARK DETECTION

Teacher Supervises Students How to Learn From Partially Labeled Images for Facial Landmark Detection

ICCV 2019 D-X-Y/SAN

A typical approach is to (1) train a detector on the labeled images; (2) generate new training samples using this detector's prediction as pseudo labels of unlabeled images; (3) retrain the detector on the labeled samples and partial pseudo labeled samples.

 Ranked #1 on Facial Landmark Detection on 300W (Full) (using extra training data)

FACIAL LANDMARK DETECTION

Style Aggregated Network for Facial Landmark Detection

CVPR 2018 D-X-Y/SAN

In this work, we propose a style-aggregated approach to deal with the large intrinsic variance of image styles for facial landmark detection.

FACIAL LANDMARK DETECTION

Supervision-by-Registration: An Unsupervised Approach to Improve the Precision of Facial Landmark Detectors

CVPR 2018 facebookresearch/supervision-by-registration

In this paper, we present supervision-by-registration, an unsupervised approach to improve the precision of facial landmark detectors on both images and video.

FACIAL LANDMARK DETECTION OPTICAL FLOW ESTIMATION

FacePoseNet: Making a Case for Landmark-Free Face Alignment

24 Aug 2017fengju514/Face-Pose-Net

Instead, we compare our FPN with existing methods by evaluating how they affect face recognition accuracy on the IJB-A and IJB-B benchmarks: using the same recognition pipeline, but varying the face alignment method.

FACE ALIGNMENT FACE IDENTIFICATION FACE RECOGNITION FACE VERIFICATION FACIAL LANDMARK DETECTION

ExpNet: Landmark-Free, Deep, 3D Facial Expressions

2 Feb 2018fengju514/Expression-Net

Our ExpNet CNN is applied directly to the intensities of a face image and regresses a 29D vector of 3D expression coefficients.

 Ranked #1 on 3D Facial Expression Recognition on 2017_test set (using extra training data)

3D FACIAL EXPRESSION RECOGNITION EMOTION RECOGNITION FACIAL LANDMARK DETECTION

PFLD: A Practical Facial Landmark Detector

28 Feb 2019guoqiangqi/PFLD

Being accurate, efficient, and compact is essential to a facial landmark detector for practical use.

FACE ALIGNMENT FACIAL LANDMARK DETECTION

Super-realtime facial landmark detection and shape fitting by deep regression of shape model parameters

9 Feb 2019justusschock/shapenet

We present a method for highly efficient landmark detection that combines deep convolutional neural networks with well established model-based fitting algorithms.

FACIAL LANDMARK DETECTION MEDICAL IMAGE SEGMENTATION SEMANTIC SEGMENTATION

Whole-Body Human Pose Estimation in the Wild

23 Jul 2020jin-s13/COCO-WholeBody

This paper investigates the task of 2D human whole-body pose estimation, which aims to localize dense landmarks on the entire human body including face, hands, body, and feet.

FACIAL LANDMARK DETECTION HAND POSE ESTIMATION