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Most 3D human mesh regressors are fully supervised with 3D pseudo-GT human model parameters and weakly supervised with GT 2D/3D joint coordinates as the 3D pseudo-GTs bring great performance gain.
Statistical methods for tomographic image reconstruction
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Adam: A method for stochastic optimization
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ImageNet large scale visual recognition challenge
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Deep residual learning for image recognition
Kaiming He, Xiangyu Zhang, Shaoqing Ren, and Jian Sun · 2016
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Learning a model of facial shape and expression from 4D scans
Tianye Li, Timo Bolkart, Michael J Black, Hao Li, and Javier Romero · 2017
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Monocular 3D human pose estimation in the wild using improved cnn supervision
Dushyant Mehta, Helge Rhodin, Dan Casas, Pascal Fua, Oleksandr Sotnychenko, Weipeng Xu, and Christian Theobalt · 2017
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Automatic differentiation in pytorch
Adam Paszke, Sam Gross, Soumith Chintala, Gregory Chanan, Edward Yang, Zachary DeVito, Zeming Lin, Alban Desmaison, Luca Antiga, and Adam Lerer · 2017
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Embodied Hands: Modeling and capturing hands and bodies together
Javier Romero, Dimitrios Tzionas, and Michael J Black · 2017
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Total Capture: A 3D deformation model for tracking faces, hands, and bodies
Hanbyul Joo, Tomas Simon, and Yaser Sheikh · 2018
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End-to-end recovery of human shape and pose
Angjoo Kanazawa, Michael J Black, David W Jacobs, and Jitendra Malik · 2018
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Timo von Marcard, Roberto Henschel, Michael J Black, Bodo Rosenhahn, and Gerard Pons-Moll · 2018
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Learning to reconstruct 3D human pose and shape via model-fitting in the loop
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Christian Zimmermann, Duygu Ceylan, Jimei Yang, Bryan Russell, Max Argus, and Thomas Brox · 2019
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Monocular expressive body regression through body-driven attention
Vasileios Choutas, Georgios Pavlakos, Timo Bolkart, Dimitrios Tzionas, and Michael J Black · 2020
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Whole-body human pose estimation in the wild
Sheng Jin, Lumin Xu, Jin Xu, Can Wang, Wentao Liu, Chen Qian, Wanli Ouyang, and Ping Luo · 2020
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Exemplar fine-tuning for 3D human pose fitting towards in-the-wild 3D human pose estimation
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Weakly-supervised mesh-convolutional hand reconstruction in the wild
Dominik Kulon, Riza Alp Guler, Iasonas Kokkinos, Michael M Bronstein, and Stefanos Zafeiriou · 2020
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Nikos Kolotouros, Georgios Pavlakos, Michael J Black, and Kostas Daniilidis · 2019
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Convolutional mesh regression for single-image human shape reconstruction
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Expressive body capture: 3D hands, face, and body from a single image
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Accurate 3D hand pose estimation for whole-body 3D human mesh estimation
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