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Whole-body 3D human mesh estimation aims to reconstruct the 3D human body, hands, and face simultaneously.
2D human pose estimation: New benchmark and state of the art analysis
Mykhaylo Andriluka, Leonid Pishchulin, Peter Gehler, and Bernt Schiele · 2014
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Human3.6M: Large scale datasets and predictive methods for 3D human sensing in natural environments
Catalin Ionescu, Dragos Papava, Vlad Olaru, and Cristian Sminchisescu · 2014
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Adam: A method for stochastic optimization
Diederik P Kingma and Jimmy Ba · 2014
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Microsoft COCO: Common objects in context
Tsung-Yi Lin, Michael Maire, Serge Belongie, James Hays, Pietro Perona, Deva Ramanan, Piotr Dollár, and C Lawrence Zitnick · 2014
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Deep residual learning for image recognition
Kaiming He, Xiangyu Zhang, Shaoqing Ren, and Jian Sun · 2016
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Mask R-CNN
Kaiming He, Georgia Gkioxari, Piotr Dollár, and Ross Girshick · 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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Evaluation of dense 3D reconstruction from 2D face images in the wild
Zhen-Hua Feng, Patrik Huber, Josef Kittler, Peter Hancock, Xiao-Jun Wu, Qijun Zhao, Paul Koppen, and Matthias Rätsch · 2018
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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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Integral human pose regression
Xiao Sun, Bin Xiao, Fangyin Wei, Shuang Liang, and Yichen Wei · 2018
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Recovering accurate 3D human pose in the wild using IMUs and a moving camera
Timo von Marcard, Roberto Henschel, Michael J Black, Bodo Rosenhahn, and Gerard Pons-Moll · 2018
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Simple baselines for human pose estimation and tracking
Bin Xiao, Haiping Wu, and Yichen Wei · 2018
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3D hand shape and pose from images in the wild
Adnane Boukhayma, Rodrigo de Bem, and Philip HS Torr · 2019
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3D hand shape and pose estimation from a single RGB image
Liuhao Ge, Zhou Ren, Yuncheng Li, Zehao Xue, Yingying Wang, Jianfei Cai, and Junsong Yuan · 2019
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HoloPose: Holistic 3D human reconstruction in-the-wild
Riza Alp Guler and Iasonas Kokkinos · 2019
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A style-based generator architecture for generative adversarial networks
Tero Karras, Samuli Laine, and Timo Aila · 2019
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Learning to reconstruct 3D human pose and shape via model-fitting in the loop
Nikos Kolotouros, Georgios Pavlakos, Michael J Black, and Kostas Daniilidis · 2019
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Expressive body capture: 3D hands, face, and body from a single image
Georgios Pavlakos, Vasileios Choutas, Nima Ghorbani, Timo Bolkart, Ahmed AA Osman, Dimitrios Tzionas, and Michael J Black · 2019
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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I2L-MeshNet: Image-to-Lixel prediction network for accurate 3D human pose and mesh estimation from a single RGB image
Gyeongsik Moon and Kyoung Mu Lee · 2020
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GHUM & GHUML: Generative 3D human shape and articulated pose models
Hongyi Xu, Eduard Gabriel Bazavan, Andrei Zanfir, William T Freeman, Rahul Sukthankar, and Cristian Sminchisescu · 2020
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Monocular real-time hand shape and motion capture using multi-modal data
Yuxiao Zhou, Marc Habermann, Weipeng Xu, Ikhsanul Habibie, Christian Theobalt, and Feng Xu · 2020
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Collaborative regression of expressive bodies using moderation
Yao Feng, Vasileios Choutas, Timo Bolkart, Dimitrios Tzionas, and Michael J. Black · 2021
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Learning to regress 3D face shape and expression from an image without 3D supervision
Soubhik Sanyal, Timo Bolkart, Haiwen Feng, and Michael J Black · 2019
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Monocular Total Capture: Posing face, body, and hands in the wild
Donglai Xiang, Hanbyul Joo, and Yaser Sheikh · 2019
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On the continuity of rotation representations in neural networks
Yi Zhou, Connelly Barnes, Jingwan Lu, Jimei Yang, and Hao Li · 2019
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FreiHAND: A dataset for markerless capture of hand pose and shape from single RGB images
Christian Zimmermann, Duygu Ceylan, Jimei Yang, Bryan Russell, Max Argus, and Thomas Brox · 2019
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Pose2Mesh: Graph convolutional network for 3D human pose and mesh recovery from a 2D human pose
Hongsuk Choi, Gyeongsik Moon, and Kyoung Mu Lee · 2020
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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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Kevin Lin, Lijuan Wang, and Zicheng Liu · 2021
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On self-contact and human pose
Lea Muller, Ahmed AA Osman, Siyu Tang, Chun-Hao P Huang, and Michael J Black · 2021
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AGORA: Avatars in geography optimized for regression analysis
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FrankMocap: A monocular 3d whole-body pose estimation system via regression and integration
Yu Rong, Takaaki Shiratori, and Hanbyul Joo · 2021
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Monocular, one-stage, regression of multiple 3d people
Yu Sun, Qian Bao, Wu Liu, Yili Fu, Black Michael J., and Tao Mei · 2021
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Monocular real-time full body capture with inter-part correlations
Yuxiao Zhou, Marc Habermann, Ikhsanul Habibie, Ayush Tewari, Christian Theobalt, and Feng Xu · 2021
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NeuralAnnot: Neural annotator for 3D human mesh training sets
Gyeongsik Moon, Hongsuk Choi, and Kyoung Mu Lee · 2022
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