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In this paper, we propose ARCH (Animatable Reconstruction of Clothed Humans), a novel end-to-end framework for accurate reconstruction of animation-ready 3D clothed humans from a monocular image.
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Image-based visual hulls
Ramesh Raskar Leonard McMillan Wojciech Matusik, Chris Buehler and Steven Gortler · 2000
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Detailed human shape and pose from images
Alexandru O. Balan, Leonid Sigal, Michael J. Black, James E. Davis, and Horst W. Haussecker · 2007
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Accurate, dense, and robust multi-view stereopsis
Yasutaka Furukawa and Jean Ponce · 2007
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Articulated mesh animation from multi-view silhouettes
Daniel Vlasic, Ilya Baran, Wojciech Matusik, and Jovan Popovic · 2008
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Motion capture using joint skeleton tracking and surface estimation
Juergen Gall, Carsten Stoll, Edilson de Aguiar, Christian Theobalt, Bodo Rosenhahn, and Hans-Peter Seidel · 2009
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Complete multi-view reconstruction of dynamic scenes from probabilistic fusion of narrow and wide baseline stereo
Tony Tung, Shohei Nobuhara, and Takashi Matsuyama · 2009
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Dynamic shape capture using multi-view photometric stereo
Daniel Vlasic, Pieter Peers, Ilya Baran, Paul Debevec, Jovan Popovic, Szymon Rusinkiewicz, and Wojciech Matusik · 2009
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Accurate, dense, and robust multiview stereopsis
Yasutaka Furukawa and Jean Ponce · 2010
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SSD: smooth signed distance surface reconstruction
Fatih Calakli and Gabriel Taubin · 2011
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3D Video and Its Applications
Takashi Matsuyama, Shohei Nobuhara, Takeshi Takai, and Tony Tung · 2012
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Full body performance capture under uncontrolled and varying illumination: A shading-based approach
Chenglei Wu, Kiran Varanasi, and Christian Theobalt · 2012
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Opendr: An approximate differentiable renderer
Matthew M. Loper and Michael J. Black · 2014
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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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Dynamicfusion: Reconstruction and tracking of non-rigid scenes in real-time
Richard A. Newcombe, Dieter Fox, and Steven M. Seitz · 2015
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U-net: Convolutional networks for biomedical image segmentation
Olaf Ronneberger, Philipp Fischer, and Thomas Brox · 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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Deepfashion: Powering robust clothes recognition and retrieval with rich annotations
Ziwei Liu, Ping Luo, Shi Qiu, Xiaogang Wang, and Xiaoou Tang · 2016
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Stacked hourglass networks for human pose estimation
Alejandro Newell, Kaiyu Yang, and Jia Deng · 2016
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Multi-view people tracking via hierarchical trajectory composition
Yuanlu Xu, Xiaobai Liu, Yang Liu, and Song-Chun Zhu · 2016
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Estimation of human body shape in motion with wide clothing
Jinlong Yang, Jean-Sébastien Franco, Franck Hétroy-Wheeler, and Stefanie Wuhrer · 2016
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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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Clothcap: seamless 4d clothing capture and retargeting
Gerard Pons-Moll, Sergi Pujades, Sonny Hu, and Michael J. Black · 2017
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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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Multi-view people tracking via hierarchical trajectory composition
Yuanlu Xu, Xiaobai Liu, Lei Qin, and Song-Chun Zhu · 2017
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, and Yebin Liu · 2018
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Hybridfusion: Real-time performance capture using a single depth sensor and sparse imus
Zerong Zheng, Tao Yu, Hao Li, Kaiwen Guo, Qionghai Dai, Lu Fang, and Yebin Liu · 2018
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Learning to reconstruct people in clothing from a single RGB camera
Thiemo Alldieck, Marcus Magnor, Bharat Lal Bhatnagar, Christian Theobalt, and Gerard Pons-Moll · 2019
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Tex2shape: Detailed full human body geometry from a single image
Thiemo Alldieck, Gerard Pons-Moll, Christian Theobalt, and Marcus Magnor · 2019
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Multi-garment net: Learning to dress 3d people from images
Bharat Lal Bhatnagar, Garvita Tiwari, Christian Theobalt, and Gerard Pons-Moll · 2019
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Cited alongside, same era.
Detailed, accurate, human shape estimation from clothed 3D scan sequences
Chao Zhang, Sergi Pujades, Michael Black, and Gerard Pons-Moll · 2017
Cited alongside, same era.
Detailed human avatars from monocular video
Thiemo Alldieck, Marcus Magnor, Weipeng Xu, Christian Theobalt, and Gerard Pons-Moll · 2018
Cited alongside, same era.
Video based reconstruction of 3d people models
Thiemo Alldieck, Marcus Magnor, Weipeng Xu, Christian Theobalt, and Gerard Pons-Moll · 2018
Cited alongside, same era.
Learning pose grammar to encode human body configuration for 3d pose estimation
Hao-Shu Fang, Yuanlu Xu, Wenguan Wang, Xiaobai Liu, and Song-Chun Zhu · 2018
Cited alongside, same era.
Unsupervised learning of shape and pose with differentiable point clouds
Eldar Insafutdinov and Alexey Dosovitskiy · 2018
Cited alongside, same era.
3d human body reconstruction from a single image via volumetric regression
Aaron S. Jackson, Chris Manafas, and Georgios Tzimiropoulos · 2018
Cited alongside, same era.
Learning to predict 3d objects with an interpolation-based differentiable renderer
Wenzheng Chen, Jun Gao, Huan Ling, Edward Smith, Jaakko Lehtinen, Alec Jacobson, and Sanja Fidler · 2019
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Learning implicit fields for generative shape modeling
Zhiqin Chen and Hao Zhang · 2019
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Holopose: Holistic 3d human reconstruction in-the-wild
Riza Alp Guler and Iasonas Kokkinos · 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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Convolutional mesh regression for single-image human shape reconstruction
Nikos Kolotouros, Georgios Pavlakos, and Kostas Daniilidis · 2019
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360-degree textures of people in clothing from a single image
Verica Lazova, Eldar Insafutdinov, and Gerard Pons-Moll · 2019
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Soft rasterizer: A differentiable renderer for image-based 3d reasoning
Shichen Liu, Tianye Li, Weikai Chen, and Hao Li · 2019
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Learning to infer implicit surfaces without 3d supervision
Shichen Liu, Shunsuke Saito, Weikai Chen, and Hao Li · 2019
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Siclope: Silhouette-based clothed people
Ryota Natsume, Shunsuke Saito, Zeng Huang, Weikai Chen, Chongyang Ma, Hao Li, and Shigeo Morishima · 2019
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Deepsdf: Learning continuous signed distance functions for shape representation
Jeong Joon Park, Peter Florence, Julian Straub, Richard Newcombe, and Steven Lovegrove · 2019
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Pifu: Pixel-aligned implicit function for high-resolution clothed human digitization
Shunsuke Saito, Zeng Huang, Ryota Natsume, Shigeo Morishima, Angjoo Kanazawa, and Hao Li · 2019
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DenseRaC: Joint 3D pose and shape estimation by dense render-and-compare
Yuanlu Xu, Song-Chun Zhu, and Tony Tung · 2019
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Deephuman: 3d human reconstruction from a single image
Yixuan Wei Qionghai Dai Yebin Liu Zerong Zheng, Tao Yu · 2019
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