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Facial Landmark Detection

19 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 )

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Latest papers with code

8
15 Oct 2019

Unsupervised Learning of Landmarks by Descriptor Vector Exchange

ICCV 2019 jamt9000/DVE

Equivariance to random image transformations is an effective method to learn landmarks of object categories, such as the eyes and the nose in faces, without manual supervision.

UNSUPERVISED FACIAL LANDMARK DETECTION

45
18 Aug 2019

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.

 SOTA for Facial Landmark Detection on 300W (Full) (using extra training data)

FACIAL LANDMARK DETECTION

573
06 Aug 2019

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

266
09 Feb 2019

Face Alignment using a 3D Deeply-initialized Ensemble of Regression Trees

5 Feb 2019bobetocalo/bobetocalo_eccv18

In this paper we present 3DDE, a robust and efficient face alignment algorithm based on a coarse-to-fine cascade of ensembles of regression trees.

FACE ALIGNMENT FACIAL LANDMARK DETECTION

56
05 Feb 2019

Facial Landmark Detection for Manga Images

8 Nov 2018oaugereau/FacialLandmarkManga

The topic of facial landmark detection has been widely covered for pictures of human faces, but it is still a challenge for drawings.

FACIAL LANDMARK DETECTION

5
08 Nov 2018

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

595
03 Jul 2018