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We propose the first real-time approach for the egocentric estimation of 3D human body pose in a wide range of unconstrained everyday activities.
Tracking people with twists and exponential maps
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A toolbox for easily calibrating omnidirectional cameras
D. Scaramuzza, A. Martinelli, and R. Siegwart · 2006
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Temporal motion models for monocular and multiview 3D human body tracking
R. Urtasun, D. J. Fleet, and P. Fua · 2006
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Multi-view pictorial structures for 3D human pose estimation
S. Amin, M. Andriluka, M. Rohrbach, and B. Schiele · 2009
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Markerless motion capture with unsynchronized moving cameras
N. Hasler, B. Rosenhahn, T. Thormahlen, M. Wand, J. Gall, and H.-P. Seidel · 2009
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Optimization and filtering for human motion capture
J. Gall, B. Rosenhahn, T. Brox, and H.-P. Seidel · 2010
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HumanEva: Synchronized video and motion capture dataset and baseline algorithm for evaluation of articulated human motion
L. Sigal, A. O. Bălan, and M. J. Black · 2010
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Performance capture from multi-view video
C. Theobalt, E. de Aguiar, C. Stoll, H.-P. Seidel, and S. Thrun · 2010
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A data-driven approach for real-time full body pose reconstruction from a depth camera
A. Baak, M. Müller, G. Bharaj, H.-P. Seidel, and C. Theobalt · 2011
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Understanding egocentric activities
A. Fathi, A. Farhadi, and J. M. Rehg · 2011
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Learning effective human pose estimation from inaccurate annotation
S. Johnson and M. Everingham · 2011
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Head-mounted photometric stereo for performance capture
A. Jones, G. Fyffe, X. Yu, W.-C. Ma, J. Busch, R. Ichikari, M. Bolas, and P. Debevec · 2011
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Fast unsupervised ego-action learning for first-person sports videos
K. M. Kitani, T. Okabe, Y. Sato, and A. Sugimoto · 2011
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Visual Analysis of Humans: Looking at People
T. B. Moeslund, A. Hilton, V. Krüger, and L. Sigal, eds · 2011
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Motion capture from body-mounted cameras
T. Shiratori, H. S. Park, L. Sigal, Y. Sheikh, and J. K. Hodgins · 2011
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Real-time human pose recognition in parts from single depth images
J. Shotton, A. Fitzgibbon, M. Cook, T. Sharp, M. Finocchio, R. Moore, A. Kipman, and A. Blake · 2011
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Fast articulated motion tracking using a sums of Gaussians body model
C. Stoll, N. Hasler, J. Gall, H.-P. Seidel, and C. Theobalt · 2011
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Motion reconstruction using sparse accelerometer data
J. Tautges, A. Zinke, B. Krüger, J. Baumann, A. Weber, T. Helten, M. Müller, H.-P. Seidel, and B. Eberhardt · 2011
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Human pose estimation and activity recognition from multi-view videos: Comparative explorations of recent developments
M. B. Holte, C. Tran, M. M. Trivedi, and T. B. Moeslund · 2012
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Digits: Freehand 3D interactions anywhere using a wrist-worn gloveless sensor
D. Kim, O. Hilliges, S. Izadi, A. D. Butler, J. Chen, I. Oikonomidis, and P. Olivier · 2012
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Loose-limbed people: Estimating 3D human pose and motion using non-parametric belief propagation
L. Sigal, M. Isard, H. Haussecker, and M. J. Black · 2012
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Accurate realtime full-body motion capture using a single depth camera
X. Wei, P. Zhang, and J. Chai · 2012
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Performance capture of interacting characters with handheld kinects
G. Ye, Y. Liu, N. Hasler, X. Ji, Q. Dai, and C. Theobalt · 2012
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Adadelta: An adaptive learning rate method
M. D. Zeiler · 2012
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3D pictorial structures for multiple view articulated pose estimation
M. Burenius, J. Sullivan, and S. Carlsson · 2013
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2D human pose estimation: New benchmark and state of the art analysis
M. Andriluka, L. Pishchulin, P. Gehler, and B. Schiele · 2014
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Human3.6M: Large Scale Datasets and Predictive Methods for 3D Human Sensing in Natural Environments
C. Ionescu, I. Papava, V. Olaru, and C. Sminchisescu · 2014
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3D Human Pose Estimation from Monocular Images with Deep Convolutional Neural Network
S. Li and A. Chan · 2014
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Microsoft coco: Common objects in context
T.-Y. Lin, M. Maire, S. Belongie, L. Bourdev, R. Girshick, J. Hays, P. Perona, D. Ramanan, C. L. Zitnick, and P. Dollár · 2014
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Structured Prediction of 3D Human Pose with Deep Neural Networks
B. Tekin, I. Katircioglu, M. Salzmann, V. Lepetit, and P. Fua · 2016
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Direct prediction of 3D body poses from motion compensated sequences
B. Tekin, A. Rozantsev, V. Lepetit, and P. Fua · 2016
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Walk and learn: Facial attribute representation learning from egocentric video and contextual data
J. Wang, Y. Cheng, and R. S. Feris · 2016
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A Dual-Source Approach for 3D Pose Estimation from a Single Image
H. Yasin, U. Iqbal, B. Kruger, A. Weber, and J. Gall · 2016
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Weakly-supervised transfer for 3d human pose estimation in the wild
X. Zhou, Q. Huang, X. Sun, X. Xue, and Y. Wei · 2016
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3D hand pose detection in egocentric RGB-D images
G. Rogez, M. Khademi, J. S. Supancic, III, J. M. M. Montiel, and D. Ramanan · 2014
Cited alongside, same era.
Efficient ConvNet-based marker-less motion capture in general scenes with a low number of cameras
A. Elhayek, E. de Aguiar, A. Jain, J. Tompson, L. Pishchulin, M. Andriluka, C. Bregler, B. Schiele, and C. Theobalt · 2015
Cited alongside, same era.
Deep residual learning for image recognition
K. He, X. Zhang, S. Ren, and J. Sun · 2015
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Panoptic studio: A massively multiview system for social motion capture
H. Joo, H. Liu, L. Tan, L. Gui, B. Nabbe, I. Matthews, T. Kanade, S. Nobuhara, and Y. Sheikh · 2015
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SMPL: A skinned multi-person linear model
M. Loper, N. Mahmood, J. Romero, G. Pons-Moll, and M. J. Black · 2015
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A versatile scene model with differentiable visibility applied to generative pose estimation
H. Rhodin, N. Robertini, C. Richardt, H.-P. Seidel, and C. Theobalt · 2015
Cited alongside, same era.
Generalizing wave gestures from sparse examples for real-time character control
H. Rhodin, J. Tompkin, K. I. Kim, E. de Aguiar, H. Pfister, H.-P. Seidel, and C. Theobalt · 2015
Cited alongside, same era.
X. Zhou, X. Sun, W. Zhang, S. Liang, and Y. Wei · 2016
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Sparseness Meets Deepness: 3D Human Pose Estimation from Monocular Video
X. Zhou, M. Zhu, S. Leonardos, K. Derpanis, and K. Daniilidis · 2016
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Optical flow-based 3d human motion estimation from monocular video
T. Alldieck, M. Kassubeck, B. Wandt, B. Rosenhahn, and M. Magnor · 2017
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Egocentric gesture recognition using recurrent 3d convolutional neural networks with spatiotemporal transformer modules
C. Cao, Y. Zhang, Y. Wu, H. Lu, and J. Cheng · 2017
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Mask r-cnn
K. He, G. Gkioxari, P. Dollár, and R. Girshick · 2017
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Generating multiple hypotheses for human 3d pose consistent with 2d joint detections
E. Jahangiri and A. L. Yuille · 2017
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Monocular 3d human pose estimation in the wild using improved cnn supervision
D. Mehta, H. Rhodin, D. Casas, P. Fua, O. Sotnychenko, W. Xu, and C. Theobalt · 2017
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Vnect: Real-time 3d human pose estimation with a single rgb camera
D. Mehta, S. Sridhar, O. Sotnychenko, H. Rhodin, M. Shafiei, H.-P. Seidel, W. Xu, D. Casas, and C. Theobalt · 2017
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Coarse-to-fine volumetric prediction for single-image 3D human pose
G. Pavlakos, X. Zhou, K. G. Derpanis, and K. Daniilidis · 2017
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Harvesting multiple views for marker-less 3d human pose annotations
G. Pavlakos, X. Zhou, K. G. Derpanis, and K. Daniilidis · 2017
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Deep multitask architecture for integrated 2d and 3d human sensing
A.-I. Popa, M. Zanfir, and C. Sminchisescu · 2017
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Hand keypoint detection in single images using multiview bootstrapping
T. Simon, H. Joo, I. Matthews, and Y. Sheikh · 2017
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Trajectory aligned features for first person action recognition
S. Singh, C. Arora, and C. Jawahar · 2017
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Fusing 2D Uncertainty and 3D Cues for Monocular Body Pose Estimation
B. Tekin, P. Márquez-Neila, M. Salzmann, and P. Fua · 2017
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Lifting From the Deep: Convolutional 3D Pose Estimation From a Single Image
D. Tome, C. Russell, and L. Agapito · 2017
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Learning from synthetic humans
G. Varol, J. Romero, X. Martin, N. Mahmood, M. Black, I. Laptev, and C. Schmid · 2017
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Sparse inertial poser: Automatic 3d human pose estimation from sparse imus
T. von Marcard, B. Rosenhahn, M. J. Black, and G. Pons-Moll · 2017
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Outdoor markerless motion capture with sparse handheld video cameras
Y. Wang, Y. Liu, X. Tong, Q. Dai, and P. Tan · 2017
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Yolse: Egocentric fingertip detection from single rgb images
W. Wu, C. Li, Z. Cheng, X. Zhang, and L. Jin · 2017
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