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We introduce a new silhouette-based representation for modeling clothed human bodies using deep generative models.
Image-based visual hulls
W. Matusik, C. Buehler, R. Raskar, S. J. Gortler, and L. McMillan · 2000
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Visual hull alignment and refinement across time: A 3D reconstruction algorithm combining shape-from-silhouette with stereo
G. K. Cheung, S. Baker, and T. Kanade · 2003
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Silhouette and stereo fusion for 3D object modeling
C. H. Esteban and F. Schmitt · 2004
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High-quality video view interpolation using a layered representation
C. L. Zitnick, S. B. Kang, M. Uyttendaele, S. Winder, and R. Szeliski · 2004
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SCAPE: shape completion and animation of people
D. Anguelov, P. Srinivasan, D. Koller, S. Thrun, J. Rodgers, and J. Davis · 2005
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Scalable 3D video of dynamic scenes
M. Waschbüsch, S. Würmlin, D. Cotting, F. Sadlo, and M. Gross · 2005
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Visual shapes of silhouette sets
J.-S. Franco, M. Lapierre, and E. Boyer · 2006
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Carved visual hulls for image-based modeling
Y. Furukawa and J. Ponce · 2006
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A comparison and evaluation of multi-view stereo reconstruction algorithms
S. M. Seitz, B. Curless, J. Diebel, D. Scharstein, and R. Szeliski · 2006
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Detailed human shape and pose from images
A. O. Balan, L. Sigal, M. J. Black, J. E. Davis, and H. W. Haussecker · 2007
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Surface capture for performance-based animation
J. Starck and A. Hilton · 2007
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Articulated mesh animation from multi-view silhouettes
D. Vlasic, I. Baran, W. Matusik, and J. Popović · 2008
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Estimating human shape and pose from a single image
P. Guan, A. Weiss, A. O. Balan, and M. J. Black · 2009
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Dynamic shape capture using multi-view photometric stereo
D. Vlasic, P. Peers, I. Baran, P. Debevec, J. Popović, S. Rusinkiewicz, and W. Matusik · 2009
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Accurate, dense, and robust multiview stereopsis
Y. Furukawa and J. Ponce · 2010
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Shading-based dynamic shape refinement from multi-view video under general illumination
C. Wu, K. Varanasi, Y. Liu, H.-P. Seidel, and C. Theobalt · 2011
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3D self-portraits
H. Li, E. Vouga, A. Gudym, L. Luo, J. T. Barron, and G. Gusev · 2013
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2d human pose estimation: New benchmark and state of the art analysis
A. Mykhaylo, P. Leonid, G. Peter, and B. Schiele · 2014
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Very deep convolutional networks for large-scale image recognition
K. Simonyan and A. Zisserman · 2014
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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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DynamicFusion: Reconstruction and tracking of non-rigid scenes in real-time
R. A. Newcombe, D. Fox, and S. M. Seitz · 2015
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Keep it SMPL: Automatic estimation of 3D human pose and shape from a single image
F. Bogo, A. Kanazawa, C. Lassner, P. Gehler, J. Romero, and M. J. Black · 2016
Cited alongside, same era.
Hs-nets: Estimating human body shape from silhouettes with convolutional neural networks
E. Dibra, H. Jain, C. Öztireli, R. Ziegler, and M. Gross · 2016
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Deepfashion: Powering robust clothes recognition and retrieval with rich annotations
Z. Liu, P. Luo, S. Qiu, X. Wang, and X. Tang · 2016
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Stacked hourglass networks for human pose estimation
A. Newell, K. Yang, and J. Deng · 2016
Cited alongside, same era.
Convolutional pose machines
S.-E. Wei, V. Ramakrishna, T. Kanade, and Y. Sheikh · 2016
Cited alongside, same era.
Estimation of human body shape in motion with wide clothing
J. Yang, J.-S. Franco, F. Hétroy-Wheeler, and S. Wuhrer · 2016
Video based reconstruction of 3d people models
T. Alldieck, M. A. Magnor, W. Xu, C. Theobalt, and G. Pons-Moll · 2018
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Synthesizing images of humans in unseen poses
G. Balakrishnan, A. Zhao, A. V. Dalca, F. Durand, and J. Guttag · 2018
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A variational u-net for conditional appearance and shape generation
P. Esser, E. Sutter, and B. Ommer · 2018
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Volumetric performance capture from minimal camera viewpoints
A. Gilbert, M. Volino, J. Collomosse, and A. Hilton · 2018
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Densepose: Dense human pose estimation in the wild
R. A. Güler, N. Neverova, and I. Kokkinos · 2018
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Deep volumetric video from very sparse multi-view performance capture
Z. Huang, T. Li, W. Chen, Y. Zhao, J. Xing, C. LeGendre, L. Luo, C. Ma, and H. Li · 2018
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View synthesis by appearance flow
T. Zhou, S. Tulsiani, W. Sun, J. Malik, and A. A. Efros · 2016
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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)
A. Bulat and G. Tzimiropoulos · 2017
Cited alongside, same era.
Realtime multi-person 2D pose estimation using part affinity fields
Z. Cao, T. Simon, S.-E. Wei, and Y. Sheikh · 2017
Cited alongside, same era.
Human shape from silhouettes using generative hks descriptors and cross-modal neural networks
E. Dibra, H. Jain, C. Oztireli, R. Ziegler, and M. Gross · 2017
Cited alongside, same era.
Image-to-image translation with conditional adversarial networks
P. Isola, J.-Y. Zhu, T. Zhou, and A. A. Efros · 2017
Cited alongside, same era.
Unite the people: Closing the loop between 3d and 2d human representations
C. Lassner, J. Romero, M. Kiefel, F. Bogo, M. J. Black, and P. V. Gehler · 2017
Cited alongside, same era.
Mesoscopic facial geometry inference using deep neural networks
L. Huynh, W. Chen, S. Saito, J. Xing, K. Nagano, A. Jones, P. Debevec, and H. Li · 2018
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End-to-end recovery of human shape and pose
A. Kanazawa, M. J. Black, D. W. Jacobs, and J. Malik · 2018
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Context-aware semantic inpainting
H. Li, G. Li, L. Lin, H. Yu, and Y. Yu · 2018
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Disentangled person image generation
L. Ma, Q. Sun, S. Georgoulis, L. Van Gool, B. Schiele, and M. Fritz · 2018
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LCR-Net++: Multi-person 2D and 3D Pose Detection in Natural Images
G. Rogez, P. Weinzaepfel, and C. Schmid · 2018
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BodyNet: Volumetric inference of 3D human body shapes
G. Varol, D. Ceylan, B. Russell, J. Yang, E. Yumer, I. Laptev, and C. Schmid · 2018
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Video inpainting by jointly learning temporal structure and spatial details
C. Wang, H. Huang, X. Han, and J. Wang · 2018
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High-resolution image synthesis and semantic manipulation with conditional gans
T.-C. Wang, M.-Y. Liu, J.-Y. Zhu, A. Tao, J. Kautz, and B. Catanzaro · 2018
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Photo wake-up: 3d character animation from a single photo
C.-Y. Weng, B. Curless, and I. Kemelmacher-Shlizerman · 2018
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Monoperfcap: Human performance capture from monocular video
W. Xu, A. Chatterjee, M. Zollhöfer, H. Rhodin, D. Mehta, H.-P. Seidel, and C. Theobalt · 2018
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High-fidelity facial reflectance and geometry inference from an unconstrained image
S. Yamaguchi, S. Saito, K. Nagano, Y. Zhao, W. Chen, K. Olszewski, S. Morishima, and H. Li · 2018
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3D human pose estimation in the wild by adversarial learning
W. Yang, W. Ouyang, X. Wang, J. Ren, H. Li, and X. Wang · 2018
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Densely connected pyramid dehazing network
H. Zhang and V. M. Patel · 2018
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View extrapolation of human body from a single image
H. Zhu, H. Su, P. Wang, X. Cao, and R. Yang · 2018
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Gif2video: Color dequantization and temporal interpolation of gif images
Y. Wang, H. Huang, C. Wang, T. He, J. Wang, and M. Hoai · 2019
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