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We present a new loss function, namely Wing loss, for robust facial landmark localisation with Convolutional Neural Networks (CNNs).
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View-based active appearance models
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Active appearance models
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View-based active appearance models
T. F. Cootes, G. V. Wheeler, K. N. Walker, and C. J. Taylor · 2002
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Feature Detection and Tracking with Constrained Local Models
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A survey of affect recognition methods: Audio, visual, and spontaneous expressions
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Cascaded pose regression
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Localizing parts of faces using a consensus of exemplars
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Annotated Facial Landmarks in the Wild: A Large-scale, Real-world Database for Facial Landmark Localization
M. Koestinger, P. Wohlhart, P. M. Roth, and H. Bischof · 2011
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Interactive facial feature localization
V. Le, J. Brandt, Z. Lin, L. Bourdev, and T. S. Huang · 2012
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Face detection, pose estimation, and landmark localization in the wild
X. Zhu and D. Ramanan · 2012
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Robust face landmark estimation under occlusion
X. P. Burgos-Artizzu, P. Perona, and P. Dollár · 2013
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300 Faces in-the-Wild Challenge: The first facial landmark localization Challenge
C. Sagonas, G. Tzimiropoulos, S. Zafeiriou, and M. Pantic · 2013
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A semi-automatic methodology for facial landmark annotation
C. Sagonas, G. Tzimiropoulos, S. Zafeiriou, and M. Pantic · 2013
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Deep convolutional network cascade for facial point detection
Y. Sun, X. Wang, and X. Tang · 2013
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Deep Convolutional Network Cascade for Facial Point Detection
Y. Sun, X. Wang, and X. Tang · 2013
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Supervised descent method and its applications to face alignment
X. Xiong and F. De la Torre · 2013
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Face alignment by explicit shape regression
X. Cao, Y. Wei, F. Wen, and J. Sun · 2014
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Growing regression forests by classification: Applications to object pose estimation
K. Hara and R. Chellappa · 2014
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One millisecond face alignment with an ensemble of regression trees
V. Kazemi and J. Sullivan · 2014
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Deepface: Closing the gap to human-level performance in face verification
Y. Taigman, M. Yang, M. Ranzato, and L. Wolf · 2014
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Coarse-to-Fine Auto-Encoder Networks (CFAN) for Real-Time Face Alignment
J. Zhang, S. Shan, M. Kan, and X. Chen · 2014
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Facial landmark detection by deep multi-task learning
Z. Zhang, P. Luo, C. C. Loy, and X. Tang · 2014
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Adaptive cascade deep convolutional neural networks for face alignment
Y. Dong and Y. Wu · 2015
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Cascaded collaborative regression for robust facial landmark detection trained using a mixture of synthetic and real images with dynamic weighting
Z.-H. Feng, G. Hu, J. Kittler, W. Christmas, and X.-J. Wu · 2015
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Random Cascaded-Regression Copse for Robust Facial Landmark Detection
Z.-H. Feng, P. Huber, J. Kittler, W. Christmas, and X. Wu · 2015
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Fast R-CNN
R. Girshick · 2015
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Unconstrained facial landmark localization with backbone-branches fully-convolutional networks
Z. Liang, S. Ding, and L. Lin · 2015
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Cascaded hand pose regression
X. Sun, Y. Wei, S. Liang, X. Tang, and J. Sun · 2015
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Global supervised descent method
X. Xiong and F. De la Torre · 2015
Face Alignment Across Large Poses: A 3D Solution
X. Zhu, Z. Lei, X. Liu, H. Shi, and S. Z. Li · 2016
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Faster than real-time facial alignment: A 3d spatial transformer network approach in unconstrained poses
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Binarized convolutional landmark localizers for human pose estimation and face alignment with limited resources
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How far are we from solving the 2d & 3d face alignment problem? (and a dataset of 230,000 3d facial landmarks)
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Joint multi-view face alignment in the wild
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Face alignment by coarse-to-fine shape searching
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Emotionet: An accurate, real-time algorithm for the automatic annotation of a million facial expressions in the wild
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Deep residual learning for image recognition
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Recombinator networks: Learning coarse-to-fine feature aggregation
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3D Morphable Face Models and Their Applications
J. Kittler, P. Huber, Z.-H. Feng, G. Hu, and W. Christmas · 2016
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A Deep Regression Architecture With Two-Stage Re-Initialization for High Performance Facial Landmark Detection
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Simultaneous facial landmark detection, pose and deformation estimation under facial occlusion
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Facial landmark detection with tweaked convolutional neural networks
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GoDP: Globally Optimized Dual Pathway deep network architecture for facial landmark localization in-the-wild
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Stacked hourglass network for robust facial landmark localisation
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Neural aggregation network for video face recognition
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Evaluation of Dense 3D Reconstruction from 2D Face Images in the Wild
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Gaussian Mixture 3D Morphable Face Model
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