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Recent advances in image-based 3D human shape estimation have been driven by the significant improvement in representation power afforded by deep neural networks.
Shape from shading: A method for obtaining the shape of a smooth opaque object from one view
B. K. Horn · 1970
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Marching cubes: A high resolution 3d surface construction algorithm
W. E. Lorensen and H. E. Cline · 1987
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Precomputed radiance transfer for real-time rendering in dynamic, low-frequency lighting environments
P.-P. Sloan, J. Kautz, and J. Snyder · 2002
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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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Microsoft coco: Common objects in context
T.-Y. Lin, M. Maire, S. Belongie, J. Hays, P. Perona, D. Ramanan, P. Dollár, and C. L. Zitnick · 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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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
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Deep residual learning for image recognition
K. He, X. Zhang, S. Ren, and J. Sun · 2016
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Perceptual losses for real-time style transfer and super-resolution
J. Johnson, A. Alahi, and L. Fei-Fei · 2016
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Stacked hourglass networks for human pose estimation
A. Newell, K. Yang, and J. Deng · 2016
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Deeplab: Semantic image segmentation with deep convolutional nets, atrous convolution, and fully connected crfs
L.-C. Chen, G. Papandreou, I. Kokkinos, K. Murphy, and A. L. Yuille · 2017
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Globally and locally consistent image completion
S. Iizuka, E. Simo-Serra, and H. Ishikawa · 2017
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Progressive growing of gans for improved quality, stability, and variation
T. Karras, T. Aila, S. Laine, and J. Lehtinen · 2017
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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
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Unrestricted facial geometry reconstruction using image-to-image translation
M. Sela, E. Richardson, and R. Kimmel · 2017
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Detailed, accurate, human shape estimation from clothed 3D scan sequences
C. Zhang, S. Pujades, M. Black, and G. Pons-Moll · 2017
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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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Densepose: Dense human pose estimation in the wild
R. Alp Güler, N. Neverova, and I. Kokkinos · 2018
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Encoder-decoder with atrous separable convolution for semantic image segmentation
L.-C. Chen, Y. Zhu, G. Papandreou, F. Schroff, and H. Adam · 2018
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3D Human Body Reconstruction from a Single Image via Volumetric Regression
A. S. Jackson, C. Manafas, and G. Tzimiropoulos · 2018
Cited alongside, same era.
Total capture: A 3d deformation model for tracking faces, hands, and bodies
H. Joo, T. Simon, and Y. Sheikh · 2018
Cited alongside, same era.
End-to-end recovery of human shape and pose
A. Kanazawa, M. J. Black, D. W. Jacobs, and J. Malik · 2018
Cited alongside, same era.
End-to-end recovery of human shape and pose
A. Kanazawa, M. J. Black, D. W. Jacobs, and J. Malik · 2018
Cited alongside, same era.
Learning implicit fields for generative shape modeling
Z. Chen and H. Zhang · 2019
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Moulding Humans: Non-parametric 3D Human Shape Estimation from Single Images
V. Gabeur, J.-S. Franco, X. MARTIN, C. Schmid, and G. Rogez · 2019
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The relightables: volumetric performance capture of humans with realistic relighting
K. Guo, P. Lincoln, P. Davidson, J. Busch, X. Yu, M. Whalen, G. Harvey, S. Orts-Escolano, R. Pandey, J. Dourgarian, et al · 2019
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360-degree textures of people in clothing from a single image
V. Lazova, E. Insafutdinov, and G. Pons-Moll · 2019
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Learning to infer implicit surfaces without 3d supervision
S. Liu, S. Saito, W. Chen, and H. Li · 2019
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Deep appearance models for face rendering
S. Lombardi, J. Saragih, T. Simon, and Y. Sheikh · 2018
Cited alongside, same era.
Occupancy networks: Learning 3d reconstruction in function space
L. Mescheder, M. Oechsle, M. Niemeyer, S. Nowozin, and A. Geiger · 2018
Cited alongside, same era.
https://renderpeople.com/3d-people
Renderpeople, 2018 · 2018
Cited alongside, same era.
BodyNet: Volumetric inference of 3D human body shapes
G. Varol, D. Ceylan, B. Russell, J. Yang, E. Yumer, I. Laptev, and C. Schmid · 2018
Cited alongside, same era.
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
Cited alongside, same era.
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
Cited alongside, same era.
R. Natsume, S. Saito, Z. Huang, W. Chen, C. Ma, H. Li, and S. Morishima · 2019
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Deepsdf: Learning continuous signed distance functions for shape representation
J. J. Park, P. Florence, J. Straub, R. Newcombe, and S. Lovegrove · 2019
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Expressive body capture: 3d hands, face, and body from a single image
G. Pavlakos, V. Choutas, N. Ghorbani, T. Bolkart, A. A. Osman, D. Tzionas, and M. J. Black · 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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Scene representation networks: Continuous 3d-structure-aware neural scene representations
V. Sitzmann, M. Zollhöfer, and G. Wetzstein · 2019
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Facsimile: Fast and accurate scans from an image in less than a second
D. Smith, M. Loper, X. Hu, P. Mavroidis, and J. Romero · 2019
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A neural network for detailed human depth estimation from a single image
S. Tang, F. Tan, K. Cheng, Z. Li, S. Zhu, and P. Tan · 2019
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Monocular total capture: Posing face, body, and hands in the wild
D. Xiang, H. Joo, and Y. Sheikh · 2019
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Denserac: Joint 3d pose and shape estimation by dense render-and-compare
Y. Xu, S.-C. Zhu, and T. Tung · 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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Deephuman: 3d human reconstruction from a single image
Z. Zheng, T. Yu, Y. Wei, Q. Dai, and Y. Liu · 2019
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