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We present an approach to reconstruct humans and track them over time.
Framework for performance evaluation of face, text, and vehicle detection and tracking in video: Data, metrics, and protocol
Rangachar Kasturi, Dmitry Goldgof, Padmanabhan Soundararajan, Vasant Manohar, John Garofolo, Rachel Bowers, Matthew Boonstra, Valentina Korzhova, and Jing Zhang · 2008
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Estimating human shape and pose from a single image
Peng Guan, Alexander Weiss, Alexandru O Bălan, and Michael J Black · 2009
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Learning effective human pose estimation from inaccurate annotation
Sam Johnson and Mark Everingham · 2011
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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 · 2013
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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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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
Earlier work this paper cites.
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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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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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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Human pose estimation with iterative error feedback
Joao Carreira, Pulkit Agrawal, Katerina Fragkiadaki, and Jitendra Malik · 2016
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Performance measures and a data set for multi-target, multi-camera tracking
Ergys Ristani, Francesco Solera, Roger Zou, Rita Cucchiara, and Carlo Tomasi · 2016
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RMPE: Regional multi-person pose estimation
Hao-Shu Fang, Shuqin Xie, Yu-Wing Tai, and Cewu Lu · 2017
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Mask R-CNN
Kaiming He, Georgia Gkioxari, Piotr Dollár, and Ross Girshick · 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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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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Attention is all you need
Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N Gomez, Łukasz Kaiser, and Illia Polosukhin · 2017
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AI Challenger: A large-scale dataset for going deeper in image understanding
Jiahong Wu, He Zheng, Bo Zhao, Yixin Li, Baoming Yan, Rui Liang, Wenjia Wang, Shipei Zhou, Guosen Lin, Yanwei Fu, Yizhou Wang, and Yonggang Wang · 2017
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PoseTrack: A benchmark for human pose estimation and tracking
Mykhaylo Andriluka, Umar Iqbal, Eldar Insafutdinov, Leonid Pishchulin, Anton Milan, Juergen Gall, and Bernt Schiele · 2018
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PoTion: Pose motion representation for action recognition
Vasileios Choutas, Philippe Weinzaepfel, Jérôme Revaud, and Cordelia Schmid · 2018
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Bert: Pre-training of deep bidirectional transformers for language understanding
Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova · 2018
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AVA: A video dataset of spatio-temporally localized atomic visual actions
Chunhui Gu, Chen Sun, David A Ross, Carl Vondrick, Caroline Pantofaru, Yeqing Li, Sudheendra Vijayanarasimhan, George Toderici, Susanna Ricco, Rahul Sukthankar, Cordelia Schmid, and Jitendra Malik · 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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Neural body fitting: Unifying deep learning and model based human pose and shape estimation
Mohamed Omran, Christoph Lassner, Gerard Pons-Moll, Peter Gehler, and Bernt Schiele · 2018
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Learning to estimate 3D human pose and shape from a single color image
Georgios Pavlakos, Luyang Zhu, Xiaowei Zhou, and Kostas Daniilidis · 2018
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Sfv: Reinforcement learning of physical skills from videos
Xue Bin Peng, Angjoo Kanazawa, Jitendra Malik, Pieter Abbeel, and Sergey Levine · 2018
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Pose Flow: Efficient online pose tracking
Yuliang Xiu, Jiefeng Li, Haoyu Wang, Yinghong Fang, and Cewu Lu · 2018
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Monocular 3D pose and shape estimation of multiple people in natural scenes - The importance of multiple scene constraints
Andrei Zanfir, Elisabeta Marinoiu, and Cristian Sminchisescu · 2018
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Exploiting temporal context for 3D human pose estimation in the wild
Anurag Arnab, Carl Doersch, and Andrew Zisserman · 2019
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Tracking without bells and whistles
Philipp Bergmann, Tim Meinhardt, and Laura Leal-Taixe · 2019
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Sim2real transfer learning for 3D human pose estimation: Motion to the rescue
Carl Doersch and Andrew Zisserman · 2019
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Slowfast networks for video recognition
Christoph Feichtenhofer, Haoqi Fan, Jitendra Malik, and Kaiming He · 2019
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HoloPose: Holistic 3D human reconstruction in-the-wild
Riza Alp Guler and Iasonas Kokkinos · 2019
Cited alongside, same era.
Learning and tracking the 3D body shape of freely moving infants from RGB-D sequences
Nikolas Hesse, Sergi Pujades, Michael J Black, Michael Arens, Ulrich G Hofmann, and A Sebastian Schroeder · 2019
Cited alongside, same era.
Learning 3D human dynamics from video
Angjoo Kanazawa, Jason Y Zhang, Panna Felsen, and Jitendra Malik · 2019
Cited alongside, same era.
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
Cited alongside, same era.
Convolutional mesh regression for single-image human shape reconstruction
Nikos Kolotouros, Georgios Pavlakos, and Kostas Daniilidis · 2019
Cited alongside, same era.
Expressive body capture: 3D hands, face, and body from a single image
HOTA: A higher order metric for evaluating multi-object tracking
Jonathon Luiten, Aljosa Osep, Patrick Dendorfer, Philip Torr, Andreas Geiger, Laura Leal-Taixé, and Bastian Leibe · 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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Tracking people with 3D representations
Jathushan Rajasegaran, Georgios Pavlakos, Angjoo Kanazawa, and Jitendra Malik · 2021
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HuMoR: 3D human motion model for robust pose estimation
Davis Rempe, Tolga Birdal, Aaron Hertzmann, Jimei Yang, Srinath Sridhar, and Leonidas J Guibas · 2021
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Encoder-decoder with multi-level attention for 3D human shape and pose estimation
Ziniu Wan, Zhengjia Li, Maoqing Tian, Jianbo Liu, Shuai Yi, and Hongsheng Li · 2021
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Georgios Pavlakos, Vasileios Choutas, Nima Ghorbani, Timo Bolkart, Ahmed AA Osman, Dimitrios Tzionas, and Michael J Black · 2019
Cited alongside, same era.
Human mesh recovery from monocular images via a skeleton-disentangled representation
Yu Sun, Yun Ye, Wu Liu, Wenpeng Gao, Yili Fu, and Tao Mei · 2019
Cited alongside, same era.
DenseRaC: Joint 3D pose and shape estimation by dense render-and-compare
Yuanlu Xu, Song-Chun Zhu, and Tony Tung · 2019
Cited alongside, same era.
DaNnet: Decompose-and-aggregate network for 3D human shape and pose estimation
Hongwen Zhang, Jie Cao, Guo Lu, Wanli Ouyang, and Zhenan Sun · 2019
Cited alongside, same era.
Predicting 3D human dynamics from video
Jason Y Zhang, Panna Felsen, Angjoo Kanazawa, and Jitendra Malik · 2019
Cited alongside, same era.
On the continuity of rotation representations in neural networks
Yi Zhou, Connelly Barnes, Jingwan Lu, Jimei Yang, and Hao Li · 2019
Cited alongside, same era.
End-to-end object detection with transformers
Nicolas Carion, Francisco Massa, Gabriel Synnaeve, Nicolas Usunier, Alexander Kirillov, and Sergey Zagoruyko · 2020
Cited alongside, same era.
Xiangyu Xu, Hao Chen, Francesc Moreno-Noguer, Laszlo A Jeni, and Fernando De la Torre · 2021
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PyMAF: 3D human pose and shape regression with pyramidal mesh alignment feedback loop
Hongwen Zhang, Yating Tian, Xinchi Zhou, Wanli Ouyang, Yebin Liu, Limin Wang, and Zhenan Sun · 2021
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PoseBERT: A generic transformer module for temporal 3D human modeling
Fabien Baradel, Romain Brégier, Thibault Groueix, Philippe Weinzaepfel, Yannis Kalantidis, and Grégory Rogez · 2022
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Cross-attention of disentangled modalities for 3D human mesh recovery with transformers
Junhyeong Cho, Kim Youwang, and Tae-Hyun Oh · 2022
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Masked autoencoders are scalable vision learners
Kaiming He, Xinlei Chen, Saining Xie, Yanghao Li, Piotr Dollár, and Ross Girshick · 2022
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Exploring plain vision transformer backbones for object detection
Yanghao Li, Hanzi Mao, Ross Girshick, and Kaiming He · 2022
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CLIFF: Carrying location information in full frames into human pose and shape estimation
Zhihao Li, Jianzhuang Liu, Zhensong Zhang, Songcen Xu, and Youliang Yan · 2022
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TrackFormer: Multi-object tracking with transformers
Tim Meinhardt, Alexander Kirillov, Laura Leal-Taixe, and Christoph Feichtenhofer · 2022
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Learning to imitate object interactions from internet videos
Austin Patel, Andrew Wang, Ilija Radosavovic, and Jitendra Malik · 2022
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Human mesh recovery from multiple shots
Georgios Pavlakos, Jitendra Malik, and Angjoo Kanazawa · 2022
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The one where they reconstructed 3D humans and environments in TV shows
Georgios Pavlakos, Ethan Weber, Matthew Tancik, and Angjoo Kanazawa · 2022
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Scalable diffusion models with transformers
William Peebles and Saining Xie · 2022
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Tracking people by predicting 3D appearance, location and pose
Jathushan Rajasegaran, Georgios Pavlakos, Angjoo Kanazawa, and Jitendra Malik · 2022
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Pose and joint-aware action recognition
Anshul Shah, Shlok Mishra, Ankan Bansal, Jun-Cheng Chen, Rama Chellappa, and Abhinav Shrivastava · 2022
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Putting people in their place: Monocular regression of 3D people in depth
Yu Sun, Wu Liu, Qian Bao, Yili Fu, Tao Mei, and Michael J Black · 2022
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Pose-NDF: Modeling human pose manifolds with neural distance fields
Garvita Tiwari, Dimitrije Antić, Jan Eric Lenssen, Nikolaos Sarafianos, Tony Tung, and Gerard Pons-Moll · 2022
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HumanNeRF: Free-viewpoint rendering of moving people from monocular video
Chung-Yi Weng, Brian Curless, Pratul P Srinivasan, Jonathan T Barron, and Ira Kemelmacher-Shlizerman · 2022
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ViTPose: Simple vision transformer baselines for human pose estimation
Yufei Xu, Jing Zhang, Qiming Zhang, and Dacheng Tao · 2022
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GLAMR: Global occlusion-aware human mesh recovery with dynamic cameras
Ye Yuan, Umar Iqbal, Pavlo Molchanov, Kris Kitani, and Jan Kautz · 2022
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Generative proxemics: A prior for 3D social interaction from images
Lea Müller, Vickie Ye, Georgios Pavlakos, Michael Black, and Angjoo Kanazawa · 2023
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Fusion of video and inertial sensing data via dynamic optimization of a biomechanical model
Owen Pearl, Soyong Shin, Ashwin Godura, Sarah Bergbreiter, and Eni Halilaj · 2023
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On the benefits of 3D tracking and pose for human action recognition
Jathushan Rajasegaran, Georgios Pavlakos, Angjoo Kanazawa, Christoph Feichtenhofer, and Jitendra Malik · 2023
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Multiview compressive coding for 3D reconstruction
Chao-Yuan Wu, Justin Johnson, Jitendra Malik, Christoph Feichtenhofer, and Georgia Gkioxari · 2023
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Decoupling human and camera motion from videos in the wild
Vickie Ye, Georgios Pavlakos, Jitendra Malik, and Angjoo Kanazawa · 2023
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PyMAF-X: Towards well-aligned full-body model regression from monocular images
Hongwen Zhang, Yating Tian, Yuxiang Zhang, Mengcheng Li, Liang An, Zhenan Sun, and Yebin Liu · 2023
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