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We present an algorithm for extracting key-point descriptors using deep convolutional neural networks (CNN).
Active shape models—their training and application
T. F. Cootes, C. J. Taylor, D. H. Cooper, and J. Graham · 1995
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Xm2vtsdb: The extended m2vts database
K. Messer, J. Matas, J. Kittler, and K. Jonsson · 1999
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Active appearance models
T. Cootes, G. Edwards, and C. Taylor · 2001
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Distinctive image features from scale-invariant keypoints
D. G. Lowe · 2004
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Active appearance models revisited
I. Matthews and S. Baker · 2004
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Generic vs. person specific active appearance models
R. Gross, I. Matthews, and S. Baker · 2005
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Feature detection and tracking with constrained local models
D. Cristinacce and T. Cootes · 2006
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Active appearance models with occlusion
R. Gross, I. Matthews, and S. Baker · 2006
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LIBLINEAR: A library for large linear classification
R.-E. Fan, K.-W. Chang, C.-J. Hsieh, X.-R. Wang, and C.-J. Lin · 2008
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Face alignment via component-based discriminative search
L. Liang, R. Xiao, F. Wen, and J. S. 0001 · 2008
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Face alignment through subspace constrained mean-shifts
J. M. Saragih, S. Lucey, and J. F. Cohn · 2009
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Multi-pie
R. Gross, I. Matthews, J. Cohn, T. Kanade, and S. Baker · 2010
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Fddb: A benchmark for face detection in unconstrained settings
V. Jain and E. Learned-Miller · 2010
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Convolutional learning of spatio-temporal features
G. W. Taylor, R. Fergus, Y. LeCun, and C. Bregler · 2010
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Additive update predictors in active appearance models
P. Tresadern, P. Sauer, and T. Cootes · 2010
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P.: Cascaded pose regression
P. Welinder and P. Perona · 2010
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Localizing parts of faces using a consensus of exemplars
P. N. Belhumeur, D. W. Jacobs, D. J. Kriegman, and N. Kumar · 2011
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Principal regression analysis
J. Saragih · 2011
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Deformable model fitting by regularized landmark mean-shift
J. M. Saragih, S. Lucey, and J. F. Cohn · 2011
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Accurate regression procedures for active appearance models
P. Sauer, T. Cootes, and C. Taylor · 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 alignment by explicit shape regression
X. Cao, Y. Wei, F. Wen, 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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Caffe: Convolutional architecture for fast feature embedding
Y. Jia, E. Shelhamer, J. Donahue, S. Karayev, J. Long, R. Girshick, S. Guadarrama, and T. Darrell · 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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Face alignment at 3000 FPS via regressing local binary features
S. Ren, X. Cao, Y. Wei, and J. Sun · 2014
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Overfeat: Integrated recognition, localization and detection using convolutional networks
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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 discriminative response map fitting with constrained local models
A. Asthana, S. Zafeiriou, S. Cheng, and M. Pantic · 2013
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Robust face landmark estimation under occlusion
X. P. Burgos-Artizzu, P. Perona, and P. Dollar · 2013
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Learning hierarchical features for scene labeling
C. Farabet, C. Couprie, L. Najman, and Y. LeCun · 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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P. Sermanet, D. Eigen, X. Zhang, M. Mathieu, R. Fergus, and Y. LeCun · 2014
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Gauss-newton deformable part models for face alignment in-the-wild
G. Tzimiropoulos and M. Pantic · 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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Active pictorial structures
E. Antonakos, J. Alabort-i Medina, and S. Zafeiriou · 2015
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Pushing the frontiers of unconstrained face detection and recognition: Iarpa janus benchmark a
B. F. Klare, B. Klein, E. Taborsky, A. Blanton, J. Cheney, K. Allen, P. Grother, A. Mah, M. Burge, and A. K. Jain · 2015
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Face alignment using cascade gaussian process regression trees
D. Lee, H. Park, and C. D. Yoo · 2015
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ImageNet Large Scale Visual Recognition Challenge
O. Russakovsky, J. Deng, H. Su, J. Krause, S. Satheesh, S. Ma, Z. Huang, A. Karpathy, A. Khosla, M. Bernstein, A. C. Berg, and L. Fei-Fei · 2015
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Global supervised descent method
X. Xiong and F. D. la Torre · 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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