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We introduce a novel task of reconstructing a time series of second-person 3D human body meshes from monocular egocentric videos.
Statistical methods for tomographic image reconstruction
Stuart Geman · 1987
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Scape: shape completion and animation of people
Dragomir Anguelov, Praveen Srinivasan, Daphne Koller, Sebastian Thrun, Jim Rodgers, and James Davis · 2005
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Understanding egocentric activities
Alireza Fathi, Ali Farhadi, and James M Rehg · 2011
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What makes a chair a chair?
Helmut Grabner, Juergen Gall, and Luc Van Gool · 2011
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From 3d scene geometry to human workspace
Abhinav Gupta, Scott Satkin, Alexei A Efros, and Martial Hebert · 2011
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Scene semantics from long-term observation of people
Vincent Delaitre, David F Fouhey, Ivan Laptev, Josef Sivic, Abhinav Gupta, and Alexei A Efros · 2012
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Social interactions: A first-person perspective
Alircza Fathi, Jessica K Hodgins, and James M Rehg · 2012
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First-person activity recognition: What are they doing to me?
Michael S Ryoo and Larry Matthies · 2013
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Adam: A method for stochastic optimization
Diederik P Kingma and Jimmy Ba · 2014
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Action and interaction recognition in first-person videos
Sanath Narayan, Mohan S Kankanhalli, and Kalpathi R Ramakrishnan · 2014
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Anticipating human activities using object affordances for reactive robotic response
Hema S Koppula and Ashutosh Saxena · 2015
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Delving into egocentric actions
Yin Li, Zhefan Ye, and James M Rehg · 2015
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Social saliency prediction
Hyun Soo Park and Jianbo Shi · 2015
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Detecting bids for eye contact using a wearable camera
Zhefan Ye, Yin Li, Yun Liu, Chanel Bridges, Agata Rozga, and James M Rehg · 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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Compact CNN for indexing egocentric videos
Yair Poleg, Ariel Ephrat, Shmuel Peleg, and Chetan Arora · 2016
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PiGraphs: Learning Interaction Snapshots from Observations
Manolis Savva, Angel X. Chang, Pat Hanrahan, Matthew Fisher, and Matthias Nießner · 2016
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Structure-from-motion revisited
Johannes Lutz Schönberger and Jan-Michael Frahm · 2016
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Egocentric future localization
Hyun Soo Park, Jyh-Jing Hwang, Yedong Niu, and Jianbo Shi · 2016
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Convolutional pose machines
Shih-En Wei, Varun Ramakrishna, Takeo Kanade, and Yaser Sheikh · 2016
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Recognizing micro-actions and reactions from paired egocentric videos
Ryo Yonetani, Kris M Kitani, and Yoichi Sato · 2016
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Optical flow-based 3d human motion estimation from monocular video
Thiemo Alldieck, Marc Kassubeck, Bastian Wandt, Bodo Rosenhahn, and Marcus Magnor · 2017
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Realtime multi-person 2d pose estimation using part affinity fields
Zhe Cao, Tomas Simon, Shih-En Wei, and Yaser Sheikh · 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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Seeing invisible poses: Estimating 3d body pose from egocentric video
Hao Jiang and Kristen Grauman · 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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Embodied hands: Modeling and capturing hands and bodies together
Javier Romero, Dimitrios Tzionas, and Michael J Black · 2017
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Compositional human pose regression
Xiao Sun, Jiaxiang Shang, Shuang Liang, and Yichen Wei · 2017
Learning 3d human dynamics from video
Angjoo Kanazawa, Jason Y Zhang, Panna Felsen, and Jitendra Malik · 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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Estimating 3d motion and forces of person-object interactions from monocular video
Zongmian Li, Jiri Sedlar, Justin Carpentier, Ivan Laptev, Nicolas Mansard, and Josef Sivic · 2019
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Amass: Archive of motion capture as surface shapes
Naureen Mahmood, Nima Ghorbani, Nikolaus F Troje, Gerard Pons-Moll, and Michael J Black · 2019
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Grounded human-object interaction hotspots from video
Tushar Nagarajan, Christoph Feichtenhofer, and Kristen Grauman · 2019
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Expressive body capture: 3d hands, face, and body from a single image
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Self-supervised learning of motion capture
Hsiao-Yu Tung, Hsiao-Wei Tung, Ersin Yumer, and Katerina Fragkiadaki · 2017
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Sparse inertial poser: Automatic 3d human pose estimation from sparse imus
Timo von Marcard, Bodo Rosenhahn, Michael Black, and Gerard Pons-Moll · 2017
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Binge watching: Scaling affordance learning from sitcoms
Xiaolong Wang, Rohit Girdhar, and Abhinav Gupta · 2017
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Outdoor markerless motion capture with sparse handheld video cameras
Yangang Wang, Yebin Liu, Xin Tong, Qionghai Dai, and Ping Tan · 2017
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Subjects and their objects: Localizing interactees for a person-centric view of importance
Chao-Yeh Chen and Kristen Grauman · 2018
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Learning 3d human pose from structure and motion
Rishabh Dabral, Anurag Mundhada, Uday Kusupati, Safeer Afaque, Abhishek Sharma, and Arjun Jain · 2018
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Georgios Pavlakos, Vasileios Choutas, Nima Ghorbani, Timo Bolkart, Ahmed A. A. Osman, Dimitrios Tzionas, and Michael J. Black · 2019
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3d human pose estimation in video with temporal convolutions and semi-supervised training
Dario Pavllo, Christoph Feichtenhofer, David Grangier, and Michael Auli · 2019
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xr-egopose: Egocentric 3d human pose from an hmd camera
Denis Tome, Patrick Peluse, Lourdes Agapito, and Hernan Badino · 2019
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VIBE: Video inference for human body pose and shape estimation
Muhammed Kocabas, Nikos Athanasiou, and Michael J. Black · 2020
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In the eye of the beholder: Gaze and actions in first person video
Yin Li, Miao Liu, and James M Rehg · 2020
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Forecasting human object interaction: Joint prediction of motor attention and actions in first person video
Miao Liu, Siyu Tang, Yin Li, and James Rehg · 2020
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Ego-topo: Environment affordances from egocentric video
Tushar Nagarajan, Yanghao Li, Christoph Feichtenhofer, and Kristen Grauman · 2020
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You2me: Inferring body pose in egocentric video via first and second person interactions
Evonne Ng, Donglai Xiang, Hanbyul Joo, and Kristen Grauman · 2020
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Full-body awareness from partial observations
Chris Rockwell and David F. Fouhey · 2020
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Physcap: Physically plausible monocular 3d motion capture in real time
Soshi Shimada, Vladislav Golyanik, Weipeng Xu, and Christian Theobalt · 2020
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Posenet3d: Learning temporally consistent 3d human pose via knowledge distillation
Shashank Tripathi, Siddhant Ranade, Ambrish Tyagi, and Amit Agrawal · 2020
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Perceiving 3d human-object spatial arrangements from a single image in the wild
Jason Y. Zhang, Sam Pepose, Hanbyul Joo, Deva Ramanan, Jitendra Malik, and Angjoo Kanazawa · 2020
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Generating person-scene interactions in 3d scenes
Siwei Zhang, Yan Zhang, Qianli Ma, Michael J Black, and Siyu Tang · 2020
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Generating 3d people in scenes without people
Yan Zhang, Mohamed Hassan, Heiko Neumann, Michael J Black, and Siyu Tang · 2020
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Ego4d: Around the world in 3,000 hours of egocentric video
Kristen Grauman, et al · 2021
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Human poseitioning system (hps): 3d human pose estimation and self-localization in large scenes from body-mounted sensors
Vladimir Guzov, Aymen Mir, Torsten Sattler, and Gerard Pons-Moll · 2021
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Egocentric activity recognition and localization on a 3d map
Miao Liu, Lingni Ma, Kiran Somasundaram, Yin Li, Kristen Grauman, James M Rehg, and Chao Li · 2021
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