About

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 )

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Datasets

Greatest papers with code

Convolutional Experts Constrained Local Model for Facial Landmark Detection

26 Nov 2016TadasBaltrusaitis/OpenFace

In our work, we present a novel local detector -- Convolutional Experts Network (CEN) -- that brings together the advantages of neural architectures and mixtures of experts in an end-to-end framework.

FACIAL LANDMARK DETECTION

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

A Multiresolution 3D Morphable Face Model and Fitting Framework

1 Feb 2016patrikhuber/eos

In this paper, we present the Surrey Face Model, a multi-resolution 3D Morphable Model that we make available to the public for non-commercial purposes.

3D FACE RECONSTRUCTION FACE GENERATION FACE MODEL FACE RECOGNITION FACIAL LANDMARK DETECTION HEAD POSE ESTIMATION

Look at Boundary: A Boundary-Aware Face Alignment Algorithm

CVPR 2018 wywu/LAB

By utilising boundary information of 300-W dataset, our method achieves 3. 92% mean error with 0. 39% failure rate on COFW dataset, and 1. 25% mean error on AFLW-Full dataset.

FACE ALIGNMENT FACIAL LANDMARK DETECTION

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

ICCV 2019 D-X-Y/landmark-detection

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.

 Ranked #1 on Facial Landmark Detection on AFLW-Front (Mean NME metric)

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.

 Ranked #1 on Facial Landmark Detection on 300W (Mean Error Rate metric)

FACE ALIGNMENT FACE IDENTIFICATION FACE RECOGNITION FACE VERIFICATION 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