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Recovering expressive humans from images is essential for understanding human behavior.
Random sample consensus: A paradigm for model fitting with applications to image analysis and automated cartography
Martin A. Fischler and Robert C. Bolles · 1981
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Determination of 3D human body postures from a single view
Hsi-Jian Lee and Zen Chen · 1985
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Estimating coloured 3D face models from single images: An example based approach
Thomas Vetter and Volker Blanz · 1998
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Civilian American and European Surface Anthropometry Resource (CAESAR) final report
Kathleen M. Robinette, Sherri Blackwell, Hein Daanen, Mark Boehmer, Scott Fleming, Tina Brill, David Hoeferlin, and Dennis Burnsides · 2002
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Inferring 3D structure with a statistical image-based shape model
Kristen Grauman, Gregory Shakhnarovich, and Trevor Darrell · 2003
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Recovering 3D human pose from monocular images
Ankur Agarwal and Bill Triggs · 2006
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Predicting 3D people from 2D pictures
Leonid Sigal and Michael J Black · 2006
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Estimating human shape and pose from a single image
Peng Guan, Alexander Weiss, Alexandru Balan, and Michael J. Black · 2009
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Dlib-ml: A machine learning toolkit
Davis E. King · 2009
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Clustered pose and nonlinear appearance models for human pose estimation
Sam Johnson and Mark Everingham · 2010
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Inverse rendering of faces with a 3D morphable model
Oswald Aldrian and William AP Smith · 2013
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OpenDR: An approximate differentiable renderer
Matthew M. Loper and Michael J. Black · 2014
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Pose-conditioned joint angle limits for 3D human pose reconstruction
Ijaz Akhter and Michael J. Black · 2015
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Adam: A method for stochastic optimization
Diederik P. Kingma and Jimmy Ba · 2015
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Maximum-margin structured learning with deep networks for 3D human pose estimation
Sijin Li, Weichen Zhang, and Antoni B Chan · 2015
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SMPL: A Skinned Multi-Person Linear Model
Matthew Loper, Naureen Mahmood, Javier Romero, Gerard Pons-Moll, and Michael J. Black · 2015
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DEX: Deep expectation of apparent age from a single image
Rasmus Rothe, Radu Timofte, and Luc Van Gool · 2015
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Keep it SMPL: Automatic estimation of 3D human pose and shape from a single image
Federica Bogo, Angjoo Kanazawa, Christoph Lassner, Peter Gehler, Javier Romero, and Michael J. Black · 2016
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Deep residual learning for image recognition
Kaiming He, Xiangyu Zhang, Shaoqing Ren, and Jian Sun · 2016
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Structured prediction of 3D human pose with deep neural networks
Bugra Tekin, Isinsu Katircioglu, Mathieu Salzmann, Vincent Lepetit, and Pascal Fua · 2016
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Face2Face: Real-time face capture and reenactment of RGB videos
Justus Thies, Michael Zollhöfer, Marc Stamminger, Christian Theobalt, and Matthias Nießner · 2016
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Fitting a 3D morphable model to edges: A comparison between hard and soft correspondences
Anil Bas, William A. P. Smith, Timo Bolkart, and Stefanie Wuhrer · 2017
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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)
Adrian Bulat and Georgios Tzimiropoulos · 2017
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Towards accurate marker-less human shape and pose estimation over time
Yinghao Huang, Federica Bogo, Christoph Lassner, Angjoo Kanazawa, Peter V. Gehler, Javier Romero, Ijaz Akhter, and Michael J. Black · 2017
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Large pose 3D face reconstruction from a single image via direct volumetric CNN regression
Aaron S Jackson, Adrian Bulat, Vasileios Argyriou, and Georgios Tzimiropoulos · 2017
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Face-to-BMI: Using computer vision to infer body mass index on social media
Enes Kocabey, Mustafa Camurcu, Ferda Ofli, Yusuf Aytar, Javier Marín, Antonio Torralba, and Ingmar Weber · 2017
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Unite the People: Closing the Loop Between 3D and 2D Human Representations
Christoph Lassner, Javier Romero, Martin Kiefel, Federica Bogo, Michael J. Black, and Peter V. Gehler · 2017
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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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A simple yet effective baseline for 3D human pose estimation
Julieta Martinez, Rayat Hossain, Javier Romero, and James J. Little · 2017
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Coarse-to-fine volumetric prediction for single-image 3D human pose
Georgios Pavlakos, Xiaowei Zhou, Konstantinos G Derpanis, and Kostas Daniilidis · 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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Hand keypoint detection in single images using multiview bootstrapping
Tomas Simon, Hanbyul Joo, Iain Matthews, and Yaser Sheikh · 2017
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Compositional human pose regression
Xiao Sun, Jiaxiang Shang, Shuang Liang, and Yichen Wei · 2017
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MoFA: model-based deep convolutional face autoencoder for unsupervised monocular reconstruction
Ayush Tewari, Michael Zollhöfer, Hyeongwoo Kim, Pablo Garrido, Florian Bernard, Patrick Perez, and Christian Theobalt · 2017
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Lifting from the deep: Convolutional 3D pose estimation from a single image
Denis Tome, Chris Russell, and Lourdes Agapito · 2017
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Regressing Robust and Discriminative 3D Morphable Models with a Very Deep Neural Network
Anh Tuan Tran, Tal Hassner, Iacopo Masi, and Gerard Medioni · 2017
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Detailed, accurate, human shape estimation from clothed 3D scan sequences
Chao Zhang, Sergi Pujades, Michael Black, and Gerard Pons-Moll · 2017
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Learning to estimate 3D hand pose from single RGB images
Christian Zimmermann and Thomas Brox · 2017
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VGGFace2: A dataset for recognising faces across pose and age
Qiong Cao, Li Shen, Weidi Xie, Omkar M Parkhi, and Andrew Zisserman · 2018
Cited alongside, same era.
Joint 3D face reconstruction and dense alignment with position map regression network
Yao Feng, Fan Wu, Xiaohu Shao, Yanfeng Wang, and Xi Zhou · 2018
Cited alongside, same era.
Unsupervised training for 3D morphable model regression
Kyle Genova, Forrester Cole, Aaron Maschinot, Aaron Sarna, Daniel Vlasic, and William T. Freeman · 2018
Cited alongside, same era.
Hand pose estimation via latent 2.5D heatmap regression
Umar Iqbal, Pavlo Molchanov, Thomas Breuel, Juergen Gall, and Jan Kautz · 2018
Cited alongside, same era.
Total capture: A 3D deformation model for tracking faces, hands, and bodies
Towards high-fidelity nonlinear 3D face morphable model
Luan Tran, Feng Liu, and Xiaoming Liu · 2019
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Mask-pose cascaded CNN for 2D hand pose estimation from single color images
Yangang Wang, Cong Peng, and Yebin Liu · 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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End-to-end hand mesh recovery from a monocular RGB image
Xiong Zhang, Qiang Li, Hong Mo, Wenbo Zhang, and Wen Zheng · 2019
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Semantic graph convolutional networks for 3D human pose regression
Long Zhao, Xi Peng, Yu Tian, Mubbasir Kapadia, and Dimitris N. Metaxas · 2019
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DeepHuman: 3D human reconstruction from a single image
Zerong Zheng, Tao Yu, Yixuan Wei, Qionghai Dai, and Yebin Liu · 2019
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Hanbyul Joo, Tomas Simon, and Yaser Sheikh · 2018
Cited alongside, same era.
End-to-end recovery of human shape and pose
Angjoo Kanazawa, Michael J. Black, David W. Jacobs, and Jitendra Malik · 2018
Cited alongside, same era.
GANerated hands for real-time 3D hand tracking from monocular RGB
Franziska Mueller, Florian Bernard, Oleksandr Sotnychenko, Dushyant Mehta, Srinath Sridhar, Dan Casas, and Christian Theobalt · 2018
Cited alongside, same era.
On face segmentation, face swapping, and face perception
Yuval Nirkin, Iacopo Masi, Anh Tran Tuan, Tal Hassner, and Gerard Medioni · 2018
Cited alongside, same era.
Neural body fitting: Unifying deep learning and model based human pose and shape estimation
Mohamed Omran, Christoph Lassner, Gerard Pons-Moll, Peter V. Gehler, and Bernt Schiele · 2018
Cited alongside, same era.
Learning to estimate 3D human pose and shape from a single color image
Georgios Pavlakos, Luyang Zhu, Xiaowei Zhou, and Kostas Daniilidis · 2018
Cited alongside, same era.
Integral human pose regression
Xiao Sun, Bin Xiao, Fangyin Wei, Shuang Liang, and Yichen Wei · 2018
Cited alongside, same era.
Later among the works it cites.
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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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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3D morphable face models - past, present and future
Bernhard Egger, William A. P. Smith, Ayush Tewari, Stefanie Wuhrer, Michael Zollhoefer, Thabo Beeler, Florian Bernard, Timo Bolkart, Adam Kortylewski, Sami Romdhani, Christian Theobalt, Volker Blanz, and Thomas Vetter · 2020
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Three-dimensional reconstruction of human interactions
Mihai Fieraru, Mihai Zanfir, Elisabeta Oneata, Alin-Ionut Popa, Vlad Olaru, and Cristian Sminchisescu · 2020
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Prediction of 3D body parts from face shape and anthropometric measurements
Alessio Gallucci, Dmitry Znamenskiy, and Milan Petkovic · 2020
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Towards fast, accurate and stable 3D dense face alignment
Jianzhu Guo, Xiangyu Zhu, Yang Yang, Fan Yang, Zhen Lei, and Stan Z Li · 2020
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HOnnotate: A method for 3D annotation of hand and object poses
Shreyas Hampali, Mahdi Rad, Markus Oberweger, and Vincent Lepetit · 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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Weakly-supervised mesh-convolutional hand reconstruction in the wild
Dominik Kulon, Riza Alp Güler, Iasonas Kokkinos, Michael M. Bronstein, and Stefanos Zafeiriou · 2020
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Learning to dress 3D people in generative clothing
Qianli Ma, Jinlong Yang, Anurag Ranjan, Sergi Pujades, Gerard Pons-Moll, Siyu Tang, and Michael J. Black · 2020
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Accelerating 3D deep learning with PyTorch3D
Nikhila Ravi, Jeremy Reizenstein, David Novotny, Taylor Gordon, Wan-Yen Lo, Justin Johnson, and Georgia Gkioxari · 2020
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Chained representation cycling: Learning to estimate 3D human pose and shape by cycling between representations
Nadine Rueegg, Christoph Lassner, Michael J. Black, and Konrad Schindler · 2020
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PIFuHD: Multi-level pixel-aligned implicit function for high-resolution 3D human digitization
Shunsuke Saito, Tomas Simon, Jason Saragih, and Hanbyul Joo · 2020
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DOPE: Distillation of part experts for whole-body 3D pose estimation in the wild
Philippe Weinzaepfel, Romain Brégier, Hadrien Combaluzier, Vincent Leroy, and Grégory Rogez · 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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FaceScape: A large-scale high quality 3D face dataset and detailed riggable 3D face prediction
Haotian Yang, Hao Zhu, Yanru Wang, Mingkai Huang, Qiu Shen, Ruigang Yang, and Xun Cao · 2020
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3D human mesh regression with dense correspondence
Wang Zeng, Wanli Ouyang, Ping Luo, Wentao Liu, and Xiaogang Wang · 2020
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Learning 3D human shape and pose from dense body parts
Hongwen Zhang, Jie Cao, Guo Lu, Wanli Ouyang, and Zhenan Sun · 2020
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OpenPose: Realtime multi-person 2D pose estimation using part affinity fields
Zhe Cao, Gines Hidalgo, Tomas Simon, Shih-En Wei, and Yaser Sheikh · 2021
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SMPLicit: Topology-aware generative model for clothed people
Enric Corona, Albert Pumarola, Guillem Alenyà, Gerard Pons-Moll, and Francesc Moreno-Noguer · 2021
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Learning an animatable detailed 3D face model from in-the-wild images
Yao Feng, Haiwen Feng, Michael J. Black, and Timo Bolkart · 2021
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Learning complex 3D human Self-Contact
Mihai Fieraru, Mihai Zanfir, Elisabeta Oneata, Alin-Ionut Popa, Vlad Olaru, and Cristian Sminchisescu · 2021
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Exemplar Fine-Tuning for 3D Human Pose Fitting Towards In-the-Wild 3D Human Pose Estimation
Hanbyul Joo, Natalia Neverova, and Andrea Vedaldi · 2021
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PARE: Part Attention Regressor for 3D Human Body Estimation
Muhammed Kocabas, Chun-Hao P. Huang, Otmar Hilliges, and Michael J. Black · 2021
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End-to-End Human Pose and Mesh Reconstruction with Transformers
Kevin Lin, Lijuan Wang, and Zicheng Liu · 2021
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On self contact and human pose
Lea Müller, Ahmed A. A. Osman, Siyu Tang, Chun-Hao P. Huang, and Michael J. Black · 2021
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AGORA: Avatars in geography optimized for regression analysis
Priyanka Patel, Chun-Hao P. Huang, Joachim Tesch, David T. Hoffmann, Shashank Tripathi, and Michael J. Black · 2021
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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, Michael J. Black, 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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