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Recovering 3D Human Mesh from Monocular Images: A Survey

3 March 2022

Yating Tian

Hongwen Zhang

Yebin Liu

Limin Wang

3DH

ArXiv (abs)PDF HTML Github (351★)

Papers citing "Recovering 3D Human Mesh from Monocular Images: A Survey"

46 / 246 papers shown

Title
Neural Body Fitting: Unifying Deep Learning and Model-Based Human Pose and Shape Estimation Mohamed Omran Christoph Lassner Gerard Pons-Moll Peter V. Gehler Bernt Schiele 3DH 91 503 0 17 Aug 2018
Unsupervised Training for 3D Morphable Model Regression Kyle Genova Forrester Cole Aaron Maschinot Aaron Sarna Daniel Vlasic William T. Freeman CVBM 3DH 82 308 0 15 Jun 2018
Learning to Estimate 3D Human Pose and Shape from a Single Color Image Georgios Pavlakos Luyang Zhu Xiaowei Zhou Kostas Daniilidis 3DH 94 608 0 10 May 2018
Hand Pose Estimation via Latent 2.5D Heatmap Regression Umar Iqbal Pavlo Molchanov Thomas Breuel Juergen Gall Jan Kautz 3DH 82 321 0 25 Apr 2018
DoubleFusion: Real-time Capture of Human Performances with Inner Body Shapes from a Single Depth Sensor Tao Yu Zerong Zheng Kaiwen Guo Jianhui Zhao Qionghai Dai Hao Li Gerard Pons-Moll Yebin Liu 3DH 170 274 0 17 Apr 2018
BodyNet: Volumetric Inference of 3D Human Body Shapes Gül Varol Duygu Ceylan Bryan C. Russell Jimei Yang Ersin Yumer Ivan Laptev Cordelia Schmid 3DH 43 430 0 13 Apr 2018
Understanding Humans in Crowded Scenes: Deep Nested Adversarial Learning and A New Benchmark for Multi-Human Parsing Jian-jun Zhao Jianshu Li Yu Cheng Li Zhou Terence Sim Shuicheng Yan Jiashi Feng 112 174 0 10 Apr 2018
YOLOv3: An Incremental Improvement Joseph Redmon Ali Farhadi ObjD 126 21,447 0 08 Apr 2018
Unsupervised Geometry-Aware Representation for 3D Human Pose Estimation Helge Rhodin Mathieu Salzmann Pascal Fua 3DH SSL 53 235 0 03 Apr 2018
Pose2Seg: Detection Free Human Instance Segmentation Song-Hai Zhang Ruilong Li Xin Dong Paul L. Rosin Zixi Cai Xi Han Dingcheng Yang Haozhi Huang Shimin Hu SSeg 65 204 0 28 Mar 2018
Joint 3D Face Reconstruction and Dense Alignment with Position Map Regression Network Yao Feng Fan Wu Xiaohu Shao Yanfeng Wang Xi Zhou 3DV 3DH 66 691 0 21 Mar 2018
DensePose: Dense Human Pose Estimation In The Wild R. Güler Natalia Neverova Iasonas Kokkinos 3DH 285 1,405 0 01 Feb 2018
Total Capture: A 3D Deformation Model for Tracking Faces, Hands, and Bodies Hanbyul Joo Tomas Simon Yaser Sheikh 3DH 94 520 0 05 Jan 2018
End-to-end Recovery of Human Shape and Pose Angjoo Kanazawa Michael J. Black David Jacobs Jitendra Malik 3DH 210 1,796 0 18 Dec 2017
Single-Shot Multi-Person 3D Pose Estimation From Monocular RGB Dushyant Mehta Oleksandr Sotnychenko Franziska Mueller Weipeng Xu Srinath Sridhar Gerard Pons-Moll Christian Theobalt 3DH 120 399 0 09 Dec 2017
Self-supervised Multi-level Face Model Learning for Monocular Reconstruction at over 250 Hz A. Tewari Michael Zollhöfer Pablo Garrido Florian Bernard Hyeongwoo Kim P. Pérez Christian Theobalt 3DH CVBM 81 264 0 07 Dec 2017
Self-supervised Learning of Motion Capture H. Tung Hsiao-Wei Tung Ersin Yumer Katerina Fragkiadaki 3DH 97 321 0 04 Dec 2017
GANerated Hands for Real-time 3D Hand Tracking from Monocular RGB Franziska Mueller Florian Bernard Oleksandr Sotnychenko Dushyant Mehta Srinath Sridhar Dan Casas Christian Theobalt 3DH 89 523 0 04 Dec 2017
Integral Human Pose Regression Xiao Sun Bin Xiao Fangyin Wei Shuang Liang Yichen Wei 3DH 87 807 0 22 Nov 2017
Non-local Neural Networks Xinyu Wang Ross B. Girshick Abhinav Gupta Kaiming He OffRL 289 8,906 0 21 Nov 2017
PoseTrack: A Benchmark for Human Pose Estimation and Tracking Mykhaylo Andriluka Umar Iqbal Eldar Insafutdinov L. Pishchulin Anton Milan Juergen Gall Bernt Schiele 106 458 0 27 Oct 2017
VGGFace2: A dataset for recognising faces across pose and age Qiong Cao Li Shen Weidi Xie Omkar M. Parkhi Andrew Zisserman CVBM 95 2,630 0 23 Oct 2017
Group Re-Identification via Unsupervised Transfer of Sparse Features Encoding G. Lisanti N. Martinel A. Bimbo G. Foresti 76 52 0 28 Jul 2017
Towards Accurate Markerless Human Shape and Pose Estimation over Time Yinghao Huang Federica Bogo Christoph Lassner Angjoo Kanazawa Peter V. Gehler Ijaz Akhter Michael J. Black 3DH 65 219 0 24 Jul 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 710 131,652 0 12 Jun 2017
A simple yet effective baseline for 3d human pose estimation Julieta Martinez Rayat Hossain Javier Romero James J. Little 3DH 103 1,317 0 08 May 2017
VNect: Real-time 3D Human Pose Estimation with a Single RGB Camera Dushyant Mehta Srinath Sridhar Oleksandr Sotnychenko Helge Rhodin Mohammad Shafiei Hans-Peter Seidel Weipeng Xu Dan Casas Christian Theobalt 3DH 67 817 0 03 May 2017
Learning to Estimate 3D Hand Pose from Single RGB Images Christiane Zimmermann Thomas Brox 3DH 71 708 0 03 May 2017
Hand Keypoint Detection in Single Images using Multiview Bootstrapping Tomas Simon Hanbyul Joo I. Matthews Yaser Sheikh 3DH 81 1,114 0 25 Apr 2017
MoFA: Model-based Deep Convolutional Face Autoencoder for Unsupervised Monocular Reconstruction A. Tewari Michael Zollhöfer Hyeongwoo Kim Pablo Garrido Florian Bernard P. Pérez Christian Theobalt 3DH CVBM 71 549 0 30 Mar 2017
Large Pose 3D Face Reconstruction from a Single Image via Direct Volumetric CNN Regression Aaron S. Jackson Adrian Bulat Vasileios Argyriou Georgios Tzimiropoulos 3DH 3DV 63 443 0 22 Mar 2017
How far are we from solving the 2D & 3D Face Alignment problem? (and a dataset of 230,000 3D facial landmarks) Adrian Bulat Georgios Tzimiropoulos 3DH CVBM 3DV 106 1,476 0 21 Mar 2017
Mask R-CNN Kaiming He Georgia Gkioxari Piotr Dollár Ross B. Girshick ObjD 352 27,195 0 20 Mar 2017
Unite the People: Closing the Loop Between 3D and 2D Human Representations Christoph Lassner Javier Romero Martin Kiefel Federica Bogo Michael J. Black Peter V. Gehler 3DH 63 547 0 10 Jan 2017
Learning from Synthetic Humans Gül Varol Javier Romero Xavier Martin Naureen Mahmood Michael J. Black Ivan Laptev Cordelia Schmid 3DH 113 976 0 05 Jan 2017
RMPE: Regional Multi-person Pose Estimation Haoshu Fang Shuqin Xie Yu-Wing Tai Cewu Lu 3DH 125 1,586 0 01 Dec 2016
Monocular 3D Human Pose Estimation In The Wild Using Improved CNN Supervision Dushyant Mehta Helge Rhodin Dan Casas Pascal Fua Oleksandr Sotnychenko Weipeng Xu Christian Theobalt 3DH 94 1,079 0 29 Nov 2016
Coarse-to-Fine Volumetric Prediction for Single-Image 3D Human Pose Georgios Pavlakos Xiaowei Zhou Konstantinos G. Derpanis Kostas Daniilidis 3DH 99 887 0 23 Nov 2016
Keep it SMPL: Automatic Estimation of 3D Human Pose and Shape from a Single Image Federica Bogo Angjoo Kanazawa Christoph Lassner Peter V. Gehler Javier Romero Michael J. Black 3DH 105 1,583 0 27 Jul 2016
Faster Eigenvector Computation via Shift-and-Invert Preconditioning Dan Garber Laurent Dinh Chi Jin Jascha Narain Sohl-Dickstein Samy Bengio Praneeth Netrapalli Aaron Sidford 272 3,702 0 26 May 2016
Fitting a 3D Morphable Model to Edges: A Comparison Between Hard and Soft Correspondences Anil Bas W. Smith Timo Bolkart Stefanie Wuhrer 3DH 3DPC 52 102 0 02 Feb 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,020 0 10 Dec 2015
Maximum-Margin Structured Learning with Deep Networks for 3D Human Pose Estimation Sijin Li Weichen Zhang Antoni B. Chan 3DH 80 225 0 27 Aug 2015
Variational Inference with Normalizing Flows Danilo Jimenez Rezende S. Mohamed DRL BDL 318 4,182 0 21 May 2015
Microsoft COCO: Common Objects in Context Nayeon Lee Michael Maire Serge J. Belongie Lubomir Bourdev Ross B. Girshick James Hays Pietro Perona Deva Ramanan C. L. Zitnick Piotr Dollár ObjD 413 43,667 0 01 May 2014
Auto-Encoding Variational Bayes Diederik P. Kingma Max Welling BDL 452 16,929 0 20 Dec 2013