Landmark_Detection_Methods

Some facial landmark detection methods in literature: (Keep updating...)

Survey

• 2010 [ICPR] A comparative study of facial landmark localization methods for face recognition using hog descriptors
• 2013 [Journal on Image and Video Processing] A comparative study of face landmarking techniques
• 2014 [Journal of current Engineering and Technology] Facial landmark localization-a literature survey
• 2016 [Journal of Science Engineering and Technology] Robust facial landmark detection using a mixture of synthetic and real images with dynamic weighting: A survey
• 2018 [Neurocomputing] Facial Feature Point Detection: A Comprehensive Survey

2015

• 2015 [Image and Vision Computing] Approaching human level facial landmark localization by deep learning [code]
• 2015 [ECCV] Facial Landmark Detection by Deep Multi-task Learning [code]
• 2015 [CVPR] Robust Facial Landmark Detection under Significant Head Poses and Occlusion [code]

2016

• 2016 [Circuits and Systems for Video] Technology Deep Recurrent Regression for Facial Landmark Detection
• 2016 [CVPR] Face alignment across large poses: A 3d solution
• 2016 [ECCV] A recurrent encoder-decoder network for sequential face alignment [code]
• 2016 [CVPR] Mnemonic descent method:A recurrent process applied for end-to-end face alignment [code]
• 2016 [CVPR] Occlusion-free face alignment: Deep regression networks coupled with de-corrupt autoencoders
• 2016 [IEEE Transactions on Image Processing] Face alignment via regressing local binary features
• 2016 [BMVC] Holistically Constrained Local Model: Going Beyond Frontal Poses for Facial Landmark Detection
• 2016 [ECCV] Robust Facial Landmark Detection via Recurrent Attentive-Refinement Networks
• 2016 [PCM] Facial Landmark Localization by Part-Aware Deep Convolutional Network [code]
• 2016 [SIGNAL PROCESSING LETTERS (SPL)] Joint Face Detection and Alignment Using Multitask Cascaded Convolutional Networks [code], [code2], [code3]
• 2016 [ECCV] A CNN Cascade for Landmark Guided Semantic Part Segmentation [code]
• 2016 [ECCV] Bi-Level Multi-column Convolutional Neural Networks for Facial Landmark Point Detection
• 2016 Low Resolution Facial Landmark Detection with Improved Convolutional Neural Network
• 2016 [arXiv] Detecting facial landmarks in the video based on a hybrid framework
• 2016 [ICONIP] Heterogeneous Multi-task Learning on Non-overlapping Datasets for Facial Landmark Detection
• 2016 [WACV] OpenFace: an open source facial behavior analysis toolkit [code]
• 2016 [ProQuest Dissertations Publishing] Robust facial landmark detection in the wild
• 2016 [SIGNAL PROCESSING LETTERS] Transferred Deep Convolutional Neural Network Features for Extensive Facial Landmark Localization

2017

• 2017 [CVPR] 3D-assisted Coarse-to-fine Extreme-pose Facial Landmark Detection
• 2017 [Intelligent Vehicles] An Occluded Stacked Hourglass Approach to Facial Landmark Localization and Occlusion Estimation
• 2017 [GCPR] Improving Facial Landmark Detection via a Super-Resolution Inception Network
• 2017 [Computational Visual Media] Joint head pose and facial landmark regression from depth images
• 2017 [IEEE Access] Initial Shape Pool Construction for Facial Landmark Localization Under Occlusion [code]
• 2017 [CVPR] Stacked Hourglass Network for Robust Facial Landmark Localisation [code]
• 2017 [arXiv] Effective face landmark localization via single deep network
• 2017 [ICCV] How Far Are We From Solving the 2D & 3D Face Alignment Problem? (And a Dataset of 230,000 3D Facial Landmarks) [code],
• [code2],
• [code]
• 2017 [ICCV] Binarized Convolutional Landmark Localizers for Human Pose Estimation and Face Alignment with Limited Resources [code]
• 2017 [FG] joint head pose estimation and face alignmrnt framework using global and local CNN features
• 2017 [ICCV] The 3D Menpo Facial Landmark Tracking Challenge
• 2017 [Neurocomputing] Facial landmark localization by enhanced convolutional neural network
• 2017 [Computational Visual Media] Robust facial landmark detection and tracking across poses and expressions for in-the-wild monocular video
• 2017 [CVPR] Dynamic Attention-Controlled Cascaded Shape Regression Exploiting Training Data Augmentation and Fuzzy-Set SampleWeighting [code]
• 2017 [CVPR-W] Convolutional Experts Network for Facial Landmark Detection [code], [code2]
• 2017 [ICIAP] Fast and Accurate Facial Landmark Localization in Depth Images for In-Car Applications
• 2017 [CVPR] Face Detection, Bounding Box Aggregation and Pose Estimation for Robust Facial Landmark Localisation in the Wild
• 2017 [TPAMI] Facial Landmark Detection with Tweaked Convolutional Neural Networks [code]
• 2017 [TPAMI] HyperFace: A Deep Multi-task Learning Framework for Face Detection, Landmark Localization, Pose Estimation, and Gender Recognition [code] , [code2]
• 2017 [FG] A Fully End-to-End Cascaded CNN for Facial Landmark Detection
• 2017 [CVPR] Robust FEC-CNN: A High Accuracy Facial Landmark Detection System
• 2017 [CVPR] The Menpo Facial Landmark Localisation Challenge: A step towards the solution
• 2017 [ICCV] Convolutional Experts Constrained Local Model for 3D Facial Landmark Detection [code]
• 2017 [arXiv] Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs
• 2017 [CVPR] Delving Deep into Coarse-to-fine Framework for Facial Landmark Localization
• 2017 [FG] Constrained Ensemble Initialization for Facial Landmark Tracking in Video
• 2017 [Computational Intelligence and Neuroscience] Extra Facial Landmark Localization via Global Shape Reconstruction
• 2017 [ICASSP] Low Dimensional Deep Features for facial landmark alignment
• 2017 [CVPR] A Deep Regression Architecture with Two-Stage Re-initialization for High Performance Facial Landmark Detection [code]
• 2017 [SAICSIT] Deformable part models with CNN features for facial landmark detection under occlusion

2018

• 2018 [Image Processing(TIP)] Deep Context-Sensitive Facial Landmark Detection With Tree-Structured Modeling [code]
• 2018 [CVPR] Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks [code]
• 2018 [AAAI] Brute-Force Facial Landmark Analysis With A 140,000-Way Classifier [code]
• 2018 [CVPR] Style Aggregated Network for Facial Landmark Detection [code]
• 2018 [Neurocomputing] Facial landmark detection by semi-supervised deep learning
• 2018 [Information Forensics and Security(TIFS)] Combining Data-driven and Model-driven Methods for Robust Facial Landmark Detection [code]
• 2018 [Neurocomputing] Facial landmark localization by enhanced convolutional neural network
• 2018 [Multimedia] Modeling Teacher and Student Joint Learning for Compact Facial Landmark Detection Network
• 2018 [Image and Vision Computing] GoDP: Globally optimized dual pathway system for facial landmark localization in-the-wild
• 2018 [Signal, Image and Video Processing] Multi-task feature learning-based improved supervised descent method for facial landmark detection
• 2018 [ECCV] Multi-Task Learning by Deep Collaboration and Application in Facial Landmark Detection [code]
• 2018 [CVPR] Supervision-by-Registration: An Unsupervised Approach to Improve the Precision of Facial Landmark Detectors

2019

• 2019 [CVPR] Semantic Alignment: Finding Semantically Consistent Ground-Truth for Facial Landmark Detection
• 2019 [CVPR] Robust Facial Landmark Detection via Occlusion-Adaptive Deep Networks