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We present an algorithm for simultaneous face detection, landmarks localization, pose estimation and gender recognition using deep convolutional neural networks (CNN).
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FaceTracer: A Search Engine for Large Collections of Images with Faces
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The pascal visual object classes (voc) challenge
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Fddb: A benchmark for face detection in unconstrained settings
V. Jain and E. Learned-Miller · 2010
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Annotated facial landmarks in the wild: A large-scale, real-world database for facial landmark localization
M. Kostinger, P. Wohlhart, P. Roth, and H. Bischof · 2011
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Deformable model fitting by regularized landmark mean-shift
J. Saragih, S. Lucey, and J. Cohn · 2011
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Imagenet classification with deep convolutional neural networks
A. Krizhevsky, I. Sutskever, and G. E. Hinton · 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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FaceDPL: 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. Burgos-Artizzu, P. Perona, and P. Dollár · 2013
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Probabilistic elastic part model for unsupervised face detector adaptation
H. Li, G. Hua, Z. Lin, J. Brandt, and J. Yang · 2013
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Learning surf cascade for fast and accurate object detection
J. Li and Y. Zhang · 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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Pedestrian detection with unsupervised multi-stage feature learning
P. Sermanet, K. Kavukcuoglu, S. Chintala, and Y. Lecun · 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 application to face alignment
Xuehan-Xiong and F. De la Torre · 2013
Predicting depth, surface normals and semantic labels with a common multi-scale convolutional architecture
D. Eigen and R. Fergus · 2015
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Multi-view face detection using deep convolutional neural networks
S. S. Farfade, M. Saberian, and L.-J. Li · 2015
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Hypercolumns for object segmentation and fine-grained localization
B. Hariharan, P. Arbeláez, R. Girshick, and J. Malik · 2015
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Batch normalization: Accelerating deep network training by reducing internal covariate shift
S. Ioffe and C. Szegedy · 2015
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Pose-invariant 3d face alignment
A. Jourabloo and X. Liu · 2015
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A convolutional neural network cascade for face detection
H. Li, Z. Lin, X. Shen, J. Brandt, and G. Hua · 2015
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Learn to combine multiple hypotheses for accurate face alignment
J. Yan, Z. Lei, D. Yi, and S. Z. Li · 2013
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Pose-free facial landmark fitting via optimized part mixtures and cascaded deformable shape model
X. Yu, J. Huang, S. Zhang, W. Yan, and D. Metaxas · 2013
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Visualizing and understanding convolutional networks
M. D. Zeiler and R. Fergus · 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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Joint cascade face detection and alignment
D. Chen, S. Ren, Y. Wei, X. Cao, and J. Sun · 2014
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Rich feature hierarchies for accurate object detection and semantic segmentation
R. Girshick, J. Donahue, T. Darrell, and J. Malik · 2014
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A fast and accurate unconstrained face detector
S. Liao, A. Jain, and S. Li · 2015
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Deep learning face attributes in the wild
Z. Liu, P. Luo, X. Wang, and X. Tang · 2015
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A deep pyramid deformable part model for face detection
R. Ranjan, V. M. Patel, and R. Chellappa · 2015
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Global supervised descent method
X. Xiong and F. D. la Torre · 2015
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Convolutional channel features
B. Yang, J. Yan, Z. Lei, and S. Z. Li · 2015
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From facial parts responses to face detection: A deep learning approach
S. Yang, P. Luo, C. C. Loy, and X. Tang · 2015
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Multi-scale recognition with dag-cnns
S. Yang and D. Ramanan · 2015
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Face alignment by coarse-to-fine shape searching
S. Zhu, C. Li, C. Change Loy, and X. Tang · 2015
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Face alignment across large poses: A 3d solution
X. Zhu, Z. Lei, X. Liu, H. Shi, and S. Z. Li · 2015
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Locnet: Improving localization accuracy for object detection
S. Gidaris and N. Komodakis · 2016
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Deep residual learning for image recognition
K. He, X. Zhang, S. Ren, and J. Sun · 2016
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P. Hu and D. Ramanan · 2016
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I. Kokkinos · 2016
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Face alignment by local deep descriptor regression
A. Kumar, R. Ranjan, V. M. Patel, and R. Chellappa · 2016
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Ssd: Single shot multibox detector
W. Liu, D. Anguelov, D. Erhan, C. Szegedy, S. Reed, C.-Y. Fu, and A. C. Berg · 2016
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Learning deep representation for face alignment with auxiliary attributes
Z. Zhang, P. Luo, C. C. Loy, and X. Tang · 2016
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Unconstrained face alignment via cascaded compositional learning
S. Zhu, C. Li, C.-C. Loy, and X. Tang · 2016
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