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The recovery of 3D shape and pose from 2D landmarks stemming from a large ensemble of images can be viewed as a non-rigid structure from motion (NRSfM) problem.
Generalized procrustes analysis
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Euclidean shape and motion from multiple perspective views by affine iterations
S. Christy and R. Horaud · 1996
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A factorization based algorithm for multi-image projective structure and motion
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A factorization method for projective and euclidean reconstruction from multiple perspective views via iterative depth estimation
T. Ueshiba and F. Tomita · 1998
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An iterative factorization method for projective structure and motion from image sequences
A. Heyden, R. Berthilsson, and G. Sparr · 1999
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Complex non-rigid motion 3d reconstruction by union of subspaces
Y. Zhu, D. Huang, F. De La Torre, and S. Lucey · 2001
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The elements of statistical learning: data mining, inference and prediction
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Uncalibrated perspective reconstruction of deformable structures
J. Xiao and T. Kanade · 2005
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Non-rigid structure from motion using ranklet-based tracking and non-linear optimization
A. Del Bue, F. Smeraldi, and L. Agapito · 2007
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Iterative extensions of the sturm/triggs algorithm: Convergence and nonconvergence
J. Oliensis and R. Hartley · 2007
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Structure and motion of nonrigid object under perspective projection
G. Wang, H.-T. Tsui, and Z. Hu · 2007
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Perspective nonrigid shape and motion recovery
R. Hartley and R. Vidal · 2008
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Sparse coding via thresholding and local competition in neural circuits
C. J. Rozell, D. H. Johnson, R. G. Baraniuk, and B. A. Olshausen · 2008
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Nonrigid structure-from-motion: Estimating shape and motion with hierarchical priors
L. Torresani, A. Hertzmann, and C. Bregler · 2008
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Rotation constrained power factorization for structure from motion of nonrigid objects
G. Wang, H.-T. Tsui, and Q. M. J. Wu · 2008
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In defense of orthonormality constraints for nonrigid structure from motion
I. Akhter, Y. Sheikh, and S. Khan · 2009
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Nonrigid structure from motion in trajectory space
I. Akhter, Y. Sheikh, S. Khan, and T. Kanade · 2009
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Kernel non-rigid structure from motion
P. F. Gotardo and A. M. Martinez · 2011
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Non-rigid structure from motion with complementary rank-3 spaces
P. F. Gotardo and A. M. Martinez · 2011
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Learning spatially-smooth mappings in non-rigid structure from motion
O. C. Hamsici, P. F. Gotardo, and A. M. Martinez · 2012
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Optimal metric projections for deformable and articulated structure-from-motion
M. Paladini, A. Del Bue, J. Xavier, L. Agapito, M. Stošić, and M. Dodig · 2012
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Soft inextensibility constraints for template-free non-rigid reconstruction
S. Vicente and L. Agapito · 2012
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Stratified generalized procrustes analysis
A. Bartoli, D. Pizarro, and M. Loog · 2013
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Human3. 6m: Large scale datasets and predictive methods for 3d human sensing in natural environments
C. Ionescu, D. Papava, V. Olaru, and C. Sminchisescu · 2013
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Procrustean normal distribution for non-rigid structure from motion
M. Lee, J. Cho, C.-H. Choi, and S. Oh · 2013
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Revisiting the pnp problem: A fast, general and optimal solution
Y. Zheng, Y. Kuang, S. Sugimoto, K. Astrom, and M. Okutomi · 2013
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A simple prior-free method for non-rigid structure-from-motion factorization
Y. Dai, H. Li, and M. He · 2014
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Grouping-based low-rank trajectory completion and 3d reconstruction
K. Fragkiadaki, M. Salas, P. Arbelaez, and J. Malik · 2014
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Generative adversarial nets
I. Goodfellow, J. Pouget-Abadie, M. Mirza, B. Xu, D. Warde-Farley, S. Ozair, A. Courville, and Y. Bengio · 2014
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Beyond pascal: A benchmark for 3d object detection in the wild
Y. Xiang, R. Mottaghi, and S. Savarese · 2014
Image collection pop-up: 3d reconstruction and clustering of rigid and non-rigid categories
A. Agudo, M. Pijoan, and F. Moreno-Noguer · 2018
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Cascaded pyramid network for multi-person pose estimation
Y. Chen, Z. Wang, Y. Peng, Z. Zhang, G. Yu, and J. Sun · 2018
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Deep convolutional compressed sensing for lidar depth completion
N. Chodosh, C. Wang, and S. Lucey · 2018
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Can 3d pose be learned from 2d projections alone?
D. Drover, R. MV, C.-H. Chen, A. Agrawal, A. Tyagi, and C. Phuoc Huynh · 2018
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A benchmark and evaluation of non-rigid structure from motion
S. H. N. Jensen, A. Del Bue, M. E. B. Doest, and H. Aanæs · 2018
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Learning category-specific mesh reconstruction from image collections
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Recovering pose and 3d deformable shape from multi-instance image ensembles
A. Agudo and F. Moreno-Noguer · 2016
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Symmetric non-rigid structure from motion for category-specific object structure estimation
Y. Gao and A. L. Yuille · 2016
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Bottom-up and top-down reasoning with hierarchical rectified gaussians
P. Hu and D. Ramanan · 2016
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Prior-less compressible structure from motion
C. Kong and S. Lucey · 2016
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Structure from category: A generic and prior-less approach
C. Kong, R. Zhu, H. Kiani, and S. Lucey · 2016
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Multi-body non-rigid structure-from-motion
S. Kumar, Y. Dai, and H. Li · 2016
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A. Kanazawa, S. Tulsiani, A. A. Efros, and J. Malik · 2018
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Unsupervised adversarial learning of 3d human pose from 2d joint locations
Y. Kudo, K. Ogaki, Y. Matsui, and Y. Odagiri · 2018
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Deep component analysis via alternating direction neural networks
C. Murdock, M. Chang, and S. Lucey · 2018
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Self-calibrating isometric non-rigid structure-from-motion
S. Parashar, A. Bartoli, and D. Pizarro · 2018
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Ba-net: Dense bundle adjustment network
C. Tang and P. Tan · 2018
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Deep-lk for efficient adaptive object tracking
C. Wang, H. K. Galoogahi, C.-H. Lin, and S. Lucey · 2018
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Unsupervised 3d reconstruction networks
G. Cha, M. Lee, and S. Oh · 2019
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Unsupervised 3d pose estimation with geometric self-supervision
C.-H. Chen, A. Tyagi, A. Agrawal, D. Drover, R. MV, S. Stojanov, and J. M. Rehg · 2019
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Deep non-rigid structure from motion
C. Kong and S. Lucey · 2019
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Jumping manifolds: Geometry aware dense non-rigid structure from motion
S. Kumar · 2019
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C3dpo: Canonical 3d pose networks for non-rigid structure from motion
D. Novotny, N. Ravi, B. Graham, N. Neverova, and A. Vedaldi · 2019
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3d human pose estimation in video with temporal convolutions and semi-supervised training
D. Pavllo, C. Feichtenhofer, D. Grangier, and M. Auli · 2019
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Apollocar3d: A large 3d car instance understanding benchmark for autonomous driving
X. Song, P. Wang, D. Zhou, R. Zhu, C. Guan, Y. Dai, H. Su, H. Li, and R. Yang · 2019
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Deep high-resolution representation learning for human pose estimation
K. Sun, B. Xiao, D. Liu, and J. Wang · 2019
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Repnet: Weakly supervised training of an adversarial reprojection network for 3d human pose estimation
B. Wandt and B. Rosenhahn · 2019
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Distill knowledge from nrsfm for weakly supervised 3d pose learning
C. Wang, C. Kong, and S. Lucey · 2019
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Semantic graph convolutional networks for 3d human pose regression
L. Zhao, X. Peng, Y. Tian, M. Kapadia, and D. N. Metaxas · 2019
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Non-rigid structure from motion: Prior-free factorization method revisited
S. Kumar · 2020
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