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We demonstrate that it is possible to perform face-related computer vision in the wild using synthetic data alone.
A morphable model for the synthesis of 3d faces
V. Blanz and T. Vetter · 1999
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Pose Space Deformation: A Unified Approach to Shape Interpolation and Skeleton-Driven Deformation
J. P. Lewis, M. Cordner, and N. Fong · 2000
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Discriminative learning of visual words for 3d human pose estimation
H. Ning, W. Xu, Y. Gong, and T. Huang · 2003
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Image-based lighting
P. Debevec · 2006
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A high-resolution 3d dynamic facial expression database
L. Yin, X. Chen, Y. Sun, T. Worm, and M. Reale · 2008
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Adaptive Wing Loss for Robust Face Alignment via Heatmap Regression
X. Wang, L. Bo, and L. Fuxin · 2010
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Real-time human pose recognition in parts from single depth images
J. Shotton, A. Fitzgibbon, M. Cook, T. Sharp, M. Finocchio, R. Moore, A. Kipman, and A. Blake · 2011
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Parametric Deformation of Discrete Geometry for Aerodynamic Shape Design
G. R. Anderson, M. J. Aftosmis, and M. Nemec · 2012
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3D Constrained Local Model for Rigid and Non-Rigid Facial Tracking
T. Baltrušaitis, P. Robinson, and L.-P. Morency · 2012
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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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Adam: A method for stochastic optimization
D. P. Kingma and J. Ba · 2014
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On rendering synthetic images for training an object detector
A. Rozantsev, V. Lepetit, and P. Fua · 2014
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Learning-by-Synthesis for Appearance-Based 3D Gaze Estimation
Y. Sugano, Y. Matsushita, and Y. Sato · 2014
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Rendering synthetic ground truth images for eye tracker evaluation
L. Świrski and N. A. Dodgson · 2014
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An approximate reflectance profile for efficient subsurface scattering
P. H. Christensen · 2015
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Dense 3D face alignment from 2D videos in real-time
L. A. Jeni, J. F. Cohn, and T. Kanade · 2015
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SMPL: A skinned multi-person linear model
M. Loper, N. Mahmood, J. Romero, G. Pons-Moll, and M. J. Black · 2015
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U-net: Convolutional networks for biomedical image segmentation
O. Ronneberger, P. Fischer, and T. Brox · 2015
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Rendering of eyes for eye-shape registration and gaze estimation
E. Wood, T. Baltrušaitis, X. Zhang, Y. Sugano, P. Robinson, and A. Bulling · 2015
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A practical and controllable hair and fur model for production path tracing
M. J.-Y. Chiang, B. Bitterli, C. Tappan, and B. Burley · 2016
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VirtualWorlds as Proxy for Multi-object Tracking Analysis
A. Gaidon, Q. Wang, Y. Cabon, and E. Vig · 2016
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Domain-adversarial training of neural networks
Y. Ganin, E. Ustinova, H. Ajakan, P. Germain, H. Larochelle, F. Laviolette, M. Marchand, and V. Lempitsky · 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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Digital humans: Crossing the uncanny valley in ue4
B. Karis, T. Antoniades, S. Caulkin, and V. Mastilovic · 2016
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3d face reconstruction by learning from synthetic data
E. Richardson, M. Sela, and R. Kimmel · 2016
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Playing for data: Ground truth from computer games
S. R. Richter, V. Vineet, S. Roth, and V. Koltun · 2016
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The SYNTHIA Dataset: A Large Collection of Synthetic Images for Semantic Segmentation of Urban Scenes
G. Ros, L. Sellart, J. Materzynska, D. Vazquez, and A. M. Lopez · 2016
Cited alongside, same era.
300 faces In-the-wild challenge: Database and results
C. Sagonas, E. Antonakos, G. Tzimiropoulos, S. Zafeiriou, and M. Pantic · 2016
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Learning an appearance-based gaze estimator from one million synthesised images
E. Wood, T. Baltrušaitis, L.-P. Morency, P. Robinson, and A. Bulling · 2016
Cited alongside, same era.
Morphable face models - an open framework
T. Gerig, A. Forster, C. Blumer, B. Egger, M. Lüthi, S. Schönborn, and T. Vetter · 2017
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DenseReg: Fully Convolutional Dense Shape Regression In-the-Wild, 2017
R. A. Güler, G. Trigeorgis, E. Antonakos, P. Snape, S. Zafeiriou, and I. Kokkinos · 2017
Cited alongside, same era.
Learning a model of facial shape and expression from 4D scans
Deep head pose estimation using synthetic images and partial adversarial domain adaption for continuous label spaces
F. Kuhnke and J. Ostermann · 2019
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Face Parsing with RoI Tanh-Warping
J. Lin, H. Yang, D. Chen, M. Zeng, F. Wen, and L. Yuan · 2019
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PyTorch: An Imperative Style, High-Performance Deep Learning Library
A. Paszke, S. Gross, F. Massa, A. Lerer, J. Bradbury, G. Chanan, T. Killeen, Z. Lin, N. Gimelshein, L. Antiga, et al · 2019
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Laplace Landmark Localization
J. P. Robinson, Y. Li, N. Zhang, Y. Fu, , and S. Tulyakov · 2019
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PIFu: Pixel-Aligned Implicit Function for High-Resolution Clothed Human Digitization
S. Saito, Z. Huang, R. Natsume, S. Morishima, A. Kanazawa, and H. Li · 2019
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Accurate facial image parsing at real-time speed
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T. Li, T. Bolkart, M. J. Black, H. Li, and J. Romero · 2017
Cited alongside, same era.
The diversity of the human hair colour assessed by visual scales and instrumental measurements. a worldwide survey
I. Lozano, J. Saunier, S. Panhard, and G. Loussouarn · 2017
Cited alongside, same era.
Hand2face: Automatic synthesis and recognition of hand over face occlusions
B. Nojavanasghari, T. Baltrušaitis, C. E. Hughes, , and L.-P. Morency · 2017
Cited alongside, same era.
Unrealcv: Virtual worlds for computer vision
W. Qiu, F. Zhong, Y. Zhang, S. Qiao, Z. Xiao, T. S. Kim, Y. Wang, and A. Yuille · 2017
Cited alongside, same era.
Learning detailed face reconstruction from a single image
E. Richardson, M. Sela, R. Or-El, and R. Kimmel · 2017
Cited alongside, same era.
Unrestricted facial geometry reconstruction using image-to-image translation
M. Sela, E. Richardson, and R. Kimmel · 2017
Cited alongside, same era.
Learning from simulated and unsupervised images through adversarial training
A. Shrivastava, T. Pfister, O. Tuzel, J. Susskind, W. Wang, and R. Webb · 2017
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Z. Wei, S. Liu, Y. Sun, and H. Ling · 2019
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Df2net: A dense-fine-finer network for detailed 3d face reconstruction
X. Zeng, X. Peng, and Y. Qiao · 2019
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Robust Facial Landmark Detection via Occlusion-Adaptive Deep Networks
M. Zhu, D. Shi, M. Zheng, and M. Sadiq · 2019
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3FabRec: Fast Few-shot Face alignment by Reconstruction
B. Browatzki and C. Wallraven · 2020
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High resolution zero-shot domain adaptation of synthetically rendered face images
S. J. Garbin, M. Kowalski, M. Johnson, and J. Shotton · 2020
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Analyzing and improving the image quality of StyleGAN
T. Karras, S. Laine, M. Aittala, J. Hellsten, J. Lehtinen, and T. Aila · 2020
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Config: Controllable neural face image generation
M. Kowalski, S. J. Garbin, V. Estellers, T. Baltrušaitis, M. Johnson, and J. Shotton · 2020
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A new dataset and boundary-attention semantic segmentation for face parsing
Y. Liu, H. Shi, H. Shen, Y. Si, X. Wang, and T. Mei · 2020
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PIFuHD: Multi-Level Pixel-Aligned Implicit Function for High-Resolution 3D Human Digitization
S. Saito, T. Simon, J. Saragih, and H. Joo · 2020
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Edge-aware Graph Representation Learning and Reasoning for Face Parsing
G. Te, Y. Liu, W. Hu, H. Shi, and T. Mei · 2020
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Synthetic-to-real unsupervised domain adaptation for scene text detection in the wild
W. Wu, N. Lu, and E. Xie · 2020
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Segmentation models pytorch
P. Yakubovskiy · 2020
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Simulating Content Consistent Vehicle Datasets with Attribute Descent
Y. Yao, L. Zheng, X. Yang, M. Naphade, and T. Gedeon · 2020
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HDRI haven
G. Zaal, S. Majboroda, and A. Mischok · 2020
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Amazon climate pledge
Amazon · 2021
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Cycles renderer
Blender Foundation · 2021
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Marvelous designer
CLO Virtual Fashion Inc · 2021
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Google cloud sustainability
Google · 2021
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Fairface: Face attribute dataset for balanced race, gender, and age
K. Kärkkäinen and J. Joo · 2021
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Microsoft will be carbon negative by 2030
Microsoft · 2021
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